CINXE.COM

<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><title>Confidence Intervals in Machine Learning | Deepgram</title><meta name="description" content="This article delves deep into the world of confidence intervals within the machine learning landscape...."/><meta name="application-name" content="Confidence Intervals in Machine Learning | Deepgram"/><meta name="robots" content="index, follow"/><link rel="canonical" href="https://deepgram.com/ai-glossary/confidence-intervals"/><meta property="og:site_name" content="Deepgram"/><meta property="og:type" content="website"/><meta property="og:url" content="https://deepgram.com/ai-glossary/confidence-intervals"/><meta property="og:title" content="Confidence Intervals in Machine Learning | Deepgram"/><meta property="og:description" content="This article delves deep into the world of confidence intervals within the machine learning landscape...."/><meta property="og:image" content="https://deepgram.com/images/deepgram.jpg"/><meta name="twitter:card" content="summary_large_image"/><meta name="twitter:url" content="https://deepgram.com/ai-glossary/confidence-intervals"/><meta property="twitter:title" content="Confidence Intervals in Machine Learning | Deepgram"/><meta property="twitter:description" content="This article delves deep into the world of confidence intervals within the machine learning landscape...."/><meta name="twitter:image" content="https://deepgram.com/images/deepgram.jpg"/><meta name="next-head-count" content="18"/><link rel="icon" type="image/ico" href="/favicon.ico"/><link rel="alternate" type="application/rss+xml" title="Deepgram Blog" href="/blog.xml"/><link rel="alternate" type="application/rss+xml" title="Deepgram Product Changelog" href="/changelog.xml"/><link rel="preconnect" href="https://fonts.googleapis.com"/><link rel="preconnect" href="https://www.datocms-assets.com"/><link href="https://SKG3CU3YQM-dsn.algolia.net" rel="preconnect"/><link rel="preconnect" href="https://dev.visualwebsiteoptimizer.com"/><link rel="preload" href="/_next/static/media/94b6e65608830c16-s.p.woff2" as="font" type="font/woff2" crossorigin="anonymous" data-next-font="size-adjust"/><link rel="preload" href="/_next/static/media/85a34e4473a5211b-s.p.woff" as="font" type="font/woff" crossorigin="anonymous" data-next-font="size-adjust"/><link rel="preload" href="/_next/static/media/122c360d7fe6d395-s.p.woff2" as="font" type="font/woff2" crossorigin="anonymous" data-next-font="size-adjust"/><link rel="preload" href="/_next/static/media/a34f9d1faa5f3315-s.p.woff2" as="font" type="font/woff2" crossorigin="anonymous" data-next-font="size-adjust"/><script id="gtm-script" data-nscript="beforeInteractive">(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start': new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0], j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src= 'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f); })(window,document,'script','dataLayer','GTM-PFZZ2KW');</script><script id="vwoCode" data-nscript="beforeInteractive">window._vwo_code || (function() { var account_id=836975, version=2.0, settings_tolerance=2000, hide_element='body', hide_element_style = 'opacity:0 !important;filter:alpha(opacity=0) !important;background:none !important', /* DO NOT EDIT BELOW THIS LINE */ f=false,w=window,d=document,v=d.querySelector('#vwoCode'),cK='_vwo_'+account_id+'_settings',cc={};try{var c=JSON.parse(localStorage.getItem('_vwo_'+account_id+'_config'));cc=c&&typeof c==='object'?c:{}}catch(e){}var stT=cc.stT==='session'?w.sessionStorage:w.localStorage;code={use_existing_jquery:function(){return typeof use_existing_jquery!=='undefined'?use_existing_jquery:undefined},library_tolerance:function(){return typeof library_tolerance!=='undefined'?library_tolerance:undefined},settings_tolerance:function(){return cc.sT||settings_tolerance},hide_element_style:function(){return'{'+(cc.hES||hide_element_style)+'}'},hide_element:function(){return typeof cc.hE==='string'?cc.hE:hide_element},getVersion:function(){return version},finish:function(){if(!f){f=true;var e=d.getElementById('_vis_opt_path_hides');if(e)e.parentNode.removeChild(e)}},finished:function(){return f},load:function(e){var t=this.getSettings(),n=d.createElement('script'),i=this;if(t){n.textContent=t;d.getElementsByTagName('head')[0].appendChild(n);if(!w.VWO||VWO.caE){stT.removeItem(cK);i.load(e)}}else{n.fetchPriority='high';n.src=e;n.type='text/javascript';n.onerror=function(){w._vwo_code.finish()};d.getElementsByTagName('head')[0].appendChild(n)}},getSettings:function(){try{var e=stT.getItem(cK);if(!e){return}e=JSON.parse(e);if(Date.now()>e.e){stT.removeItem(cK);return}return e.s}catch(e){return}},init:function(){if(d.URL.indexOf('__vwo_disable__')>-1)return;var e=this.settings_tolerance();w._vwo_settings_timer=setTimeout(function(){w._vwo_code.finish();stT.removeItem(cK)},e);var t=d.currentScript,n=d.createElement('style'),i=this.hide_element(),r=t&&!t.async&&i?i+this.hide_element_style():'',c=d.getElementsByTagName('head')[0];n.setAttribute('id','_vis_opt_path_hides');v&&n.setAttribute('nonce',v.nonce);n.setAttribute('type','text/css');if(n.styleSheet)n.styleSheet.cssText=r;else n.appendChild(d.createTextNode(r));c.appendChild(n);this.load('https://dev.visualwebsiteoptimizer.com/j.php?a='+account_id+'&u='+encodeURIComponent(d.URL)+'&vn='+version)}};w._vwo_code=code;code.init();})();(function(){var i=window;function t(){if(i._vwo_code){var e=t.hidingStyle=document.getElementById('_vis_opt_path_hides')||t.hidingStyle;if(!i._vwo_code.finished()&&!_vwo_code.libExecuted&&(!i.VWO||!VWO.dNR)){if(!document.getElementById('_vis_opt_path_hides')){document.getElementsByTagName('head')[0].appendChild(e)}requestAnimationFrame(t)}}}t()})(); </script><link rel="preload" href="/_next/static/css/6a3ee7e3cef6436e.css" as="style"/><link rel="stylesheet" href="/_next/static/css/6a3ee7e3cef6436e.css" data-n-g=""/><link rel="preload" href="/_next/static/css/0ac1d3211762396f.css" as="style"/><link rel="stylesheet" href="/_next/static/css/0ac1d3211762396f.css" data-n-p=""/><noscript data-n-css=""></noscript><script defer="" nomodule="" src="/_next/static/chunks/polyfills-42372ed130431b0a.js"></script><script data-partytown-config=""> partytown = { lib: "/_next/static/~partytown/" }; </script><script data-partytown="">!(function(w,p,f,c){if(!window.crossOriginIsolated && !navigator.serviceWorker) return;c=w[p]=w[p]||{};c[f]=(c[f]||[])})(window,'partytown','forward');/* Partytown 0.8.2 - MIT builder.io */ !function(t,e,n,i,o,r,a,s,d,c,l,p){function u(){p||(p=1,"/"==(a=(r.lib||"/~partytown/")+(r.debug?"debug/":""))[0]&&(d=e.querySelectorAll('script[type="text/partytown"]'),i!=t?i.dispatchEvent(new CustomEvent("pt1",{detail:t})):(s=setTimeout(f,1e4),e.addEventListener("pt0",w),o?h(1):n.serviceWorker?n.serviceWorker.register(a+(r.swPath||"partytown-sw.js"),{scope:a}).then((function(t){t.active?h():t.installing&&t.installing.addEventListener("statechange",(function(t){"activated"==t.target.state&&h()}))}),console.error):f())))}function h(t){c=e.createElement(t?"script":"iframe"),t||(c.style.display="block",c.style.width="0",c.style.height="0",c.style.border="0",c.style.visibility="hidden",c.setAttribute("aria-hidden",!0)),c.src=a+"partytown-"+(t?"atomics.js?v=0.8.2":"sandbox-sw.html?"+Date.now()),e.querySelector(r.sandboxParent||"body").appendChild(c)}function f(n,o){for(w(),i==t&&(r.forward||[]).map((function(e){delete t[e.split(".")[0]]})),n=0;n<d.length;n++)(o=e.createElement("script")).innerHTML=d[n].innerHTML,o.nonce=r.nonce,e.head.appendChild(o);c&&c.parentNode.removeChild(c)}function w(){clearTimeout(s)}r=t.partytown||{},i==t&&(r.forward||[]).map((function(e){l=t,e.split(".").map((function(e,n,i){l=l[i[n]]=n+1<i.length?"push"==i[n+1]?[]:l[i[n]]||{}:function(){(t._ptf=t._ptf||[]).push(i,arguments)}}))})),"complete"==e.readyState?u():(t.addEventListener("DOMContentLoaded",u),t.addEventListener("load",u))}(window,document,navigator,top,window.crossOriginIsolated);</script><script defer="" src="/_next/static/chunks/628-8f36165c2ea698a1.js"></script><script defer="" src="/_next/static/chunks/8456-aefdb01bb36e413a.js"></script><script defer="" src="/_next/static/chunks/5254.4d7ef61d87532c60.js"></script><script defer="" src="/_next/static/chunks/7566.280ce4ac1e845bc9.js"></script><script defer="" src="/_next/static/chunks/8690-d534b1451d80a363.js"></script><script defer="" src="/_next/static/chunks/2059-6a030cf20bc7f9fe.js"></script><script defer="" src="/_next/static/chunks/7307-feae980d5990a9c0.js"></script><script defer="" src="/_next/static/chunks/9083-86f888a3b17182f9.js"></script><script defer="" src="/_next/static/chunks/9386-c2f98deed9295339.js"></script><script defer="" src="/_next/static/chunks/2971.4cd3a1a0179a89c8.js"></script><script src="/_next/static/chunks/webpack-a5e3177edc96a99f.js" defer=""></script><script src="/_next/static/chunks/framework-3bc9684f49160ebb.js" defer=""></script><script src="/_next/static/chunks/main-22308e1d0651475f.js" defer=""></script><script src="/_next/static/chunks/pages/_app-e525b19da7007134.js" defer=""></script><script src="/_next/static/chunks/41155975-5640667a6f0199bf.js" defer=""></script><script src="/_next/static/chunks/cb355538-44c6a1ff313482ce.js" defer=""></script><script src="/_next/static/chunks/36d2f571-cca4dbf0b2ddb7f9.js" defer=""></script><script src="/_next/static/chunks/7834-8ee12c99ac56f8cc.js" defer=""></script><script src="/_next/static/chunks/6608-2751d1c8e663ca5d.js" defer=""></script><script src="/_next/static/chunks/2060-d5d1d32cdf04c77e.js" defer=""></script><script src="/_next/static/chunks/7540-a09c55cfc7128614.js" defer=""></script><script src="/_next/static/chunks/5854-3429b2f087589022.js" defer=""></script><script src="/_next/static/chunks/pages/ai-glossary/%5B%5B...slug%5D%5D-9daaa8941549dac0.js" defer=""></script><script src="/_next/static/zxSe9UmA-i21zTrjFfUrb/_buildManifest.js" defer=""></script><script src="/_next/static/zxSe9UmA-i21zTrjFfUrb/_ssgManifest.js" defer=""></script><style data-styled="" data-styled-version="5.3.11">html{-webkit-scroll-behavior:smooth;-moz-scroll-behavior:smooth;-ms-scroll-behavior:smooth;scroll-behavior:smooth;font-size:100%;}/*!sc*/ @media screen and (min-width:2500px){html html{font-size:17px;}}/*!sc*/ @media screen and (min-width:2750px){html html{font-size:18px;}}/*!sc*/ @media screen and (min-width:3000px){html html{font-size:19px;}}/*!sc*/ @media screen and (min-width:3250px){html html{font-size:20px;}}/*!sc*/ html,body,*{box-sizing:border-box;margin-block-start:0;margin-block-end:0;}/*!sc*/ body{font-family:var(--font-inter,sans-serif);background-color:#101014;}/*!sc*/ a{color:#79AFFA;-webkit-text-decoration:none;text-decoration:none;}/*!sc*/ a:hover{color:#ffffff;}/*!sc*/ code,kbd,pre,samp{font-family:ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,Liberation Mono,Courier New,monospace;font-size:1em;}/*!sc*/ code,pre{background-color:#1E2C3C;}/*!sc*/ data-styled.g1[id="sc-global-iqKa-Db1"]{content:"sc-global-iqKa-Db1,"}/*!sc*/ .bVCmMy{background:rgba(20,20,20,0.8);font-family:var(--font-inter,sans-serif);position:-webkit-sticky;position:sticky;top:0px;-webkit-transition:top 300ms ease-in-out;transition:top 300ms ease-in-out;left:0;width:100%;z-index:1000;}/*!sc*/ .jWQHwy{background:transparent;position:-webkit-sticky;position:sticky;top:0;left:0;width:100%;z-index:1000;}/*!sc*/ .bCQJFW{width:100%;margin-left:auto;margin-right:auto;}/*!sc*/ .eerUnR{width:16.5px;height:13px;position:relative;}/*!sc*/ .hEIHLV{height:-webkit-fit-content;height:-moz-fit-content;height:fit-content;line-height:1.5rem;width:100%;border-bottom:1px solid;border-color:#2C2C33;}/*!sc*/ @media screen and (min-width:768px){.hEIHLV{padding-left:0.5rem;}}/*!sc*/ @media screen and (min-width:1280px){.hEIHLV{height:100%;border-bottom:none;width:auto;background-color:transparent;padding-left:0;}}/*!sc*/ .fqJJID{position:relative;top:-1px;-webkit-transition:max-height .15s ease-in-out;transition:max-height .15s ease-in-out;overflow-x:hidden;overflow-y:hidden;background-color:#101014;max-height:0px;z-index:-1;pointer-events:none;padding-left:1rem;padding-right:1rem;}/*!sc*/ @media screen and (min-width:768px){.fqJJID{padding-left:2rem;padding-right:2rem;}}/*!sc*/ @media screen and (min-width:1280px){.fqJJID{padding-left:0;padding-right:0;display:none;}}/*!sc*/ .eWcIvK{width:100%;height:150px;border:1px solid;border-radius:6px;border-color:transparent;overflow-x:hidden;overflow-y:hidden;}/*!sc*/ @media screen and (min-width:375px){.eWcIvK{width:100%;height:auto;}}/*!sc*/ @media screen and (min-width:768px){.eWcIvK{width:100%;height:auto;}}/*!sc*/ .ipShUF{width:28px;height:28px;padding:0.25rem;border-radius:6px;overflow-x:hidden;overflow-y:hidden;-webkit-flex-shrink:0;-ms-flex-negative:0;flex-shrink:0;}/*!sc*/ .chAbBM{width:100%;position:relative;z-index:10;}/*!sc*/ .gKLLRj{background-color:#000000;height:100%;width:100%;max-width:640px;padding-left:1rem;padding-right:1rem;margin-left:auto;margin-right:auto;}/*!sc*/ @media screen and (min-width:576px){.gKLLRj{max-width:768px;padding-left:2rem;padding-right:2rem;}}/*!sc*/ @media screen and (min-width:768px){.gKLLRj{max-width:1024px;}}/*!sc*/ @media screen and (min-width:992px){.gKLLRj{max-width:1280px;}}/*!sc*/ .csGpzP{grid-column:1/2;}/*!sc*/ @media screen and (min-width:992px){.csGpzP{grid-column:2/3;padding-left:2rem;}}/*!sc*/ .jgEMAk{font-size:0.875rem;font-style:italic;}/*!sc*/ .cqhOOc{grid-column:1/2;grid-row:1/2;height:100%;}/*!sc*/ @media screen and (min-width:992px){.cqhOOc{grid-row:1/2;border-right:1px solid #2C2C33;}}/*!sc*/ .jWSoNY{width:100%;border-bottom:2px solid;border-color:#2C2C33;padding-left:1rem;padding-right:1rem;padding-top:0.5rem;padding-bottom:0.5rem;}/*!sc*/ .hzUpmg{width:100%;max-width:640px;padding-left:1rem;padding-right:1rem;margin-left:auto;margin-right:auto;position:relative;z-index:10;}/*!sc*/ @media screen and (min-width:576px){.hzUpmg{max-width:768px;padding-left:2rem;padding-right:2rem;}}/*!sc*/ @media screen and (min-width:768px){.hzUpmg{max-width:1024px;}}/*!sc*/ @media screen and (min-width:992px){.hzUpmg{max-width:1280px;}}/*!sc*/ .jUEsCq{padding-top:3rem;padding-bottom:3rem;background-color:#0B0B0C;box-shadow:0 50vh 0 50vh rgba(11,11,12,1);position:relative;z-index:10;}/*!sc*/ @media screen and (min-width:576px){.jUEsCq{padding-bottom:4.5rem;padding-top:6rem;}}/*!sc*/ @media screen and (min-width:1280px){.jUEsCq{padding-bottom:6rem;}}/*!sc*/ .jBxPcy{max-width:640px;padding-left:1rem;padding-right:1rem;margin-left:auto;margin-right:auto;}/*!sc*/ @media screen and (min-width:576px){.jBxPcy{max-width:768px;padding-left:2rem;padding-right:2rem;}}/*!sc*/ @media screen and (min-width:768px){.jBxPcy{max-width:1024px;}}/*!sc*/ @media screen and (min-width:992px){.jBxPcy{max-width:1280px;}}/*!sc*/ data-styled.g2[id="sc-6293d692-0"]{content:"bVCmMy,jWQHwy,bCQJFW,eerUnR,hEIHLV,fqJJID,eWcIvK,ipShUF,chAbBM,gKLLRj,csGpzP,jgEMAk,cqhOOc,jWSoNY,hzUpmg,jUEsCq,jBxPcy,"}/*!sc*/ .hVNegh{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;position:relative;margin-left:auto;margin-right:auto;box-shadow:unset;width:100%;overflow-x:inherit;}/*!sc*/ .ehhiOD{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;text-align:center;padding-left:1.5rem;padding-right:1.5rem;max-width:1264px;margin-left:auto;margin-right:auto;height:60px;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;-webkit-flex-shrink:0;-ms-flex-negative:0;flex-shrink:0;}/*!sc*/ @media screen and (min-width:768px){.ehhiOD{padding-left:2rem;padding-right:2rem;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;gap:56px;}}/*!sc*/ @media screen and (min-width:1280px){.ehhiOD{height:84px;}}/*!sc*/ .fVTUpQ{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;padding-top:0.5rem;padding-bottom:0.5rem;background-color:transparent;position:relative;z-index:200;}/*!sc*/ @media screen and (min-width:1280px){.fVTUpQ{display:none;}}/*!sc*/ .iMdtXa{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;position:relative;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;width:-webkit-fit-content;width:-moz-fit-content;width:fit-content;height:-webkit-fit-content;height:-moz-fit-content;height:fit-content;}/*!sc*/ .bffmgp{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;width:100%;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}/*!sc*/ .bIAVyz{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-box-pack:end;-webkit-justify-content:flex-end;-ms-flex-pack:end;justify-content:flex-end;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;gap:16px;width:100%;}/*!sc*/ .kNFNkL{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;}/*!sc*/ @media screen and (min-width:1280px){.kNFNkL{display:none;}}/*!sc*/ .girkTs{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;gap:0px;padding:0;-webkit-box-flex:1;-webkit-flex-grow:1;-ms-flex-positive:1;flex-grow:1;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;position:absolute;top:100%;left:0;width:100%;margin:0;z-index:100;background-color:#0B0B0C;-webkit-transition:height 0.2s ease-in-out;transition:height 0.2s ease-in-out;height:0px;overflow-x:hidden;overflow-y:auto;padding-top:0;padding-bottom:0;padding-left:0;padding-right:0;}/*!sc*/ @media screen and (min-width:768px){.girkTs{padding-left:2rem;padding-right:2rem;}}/*!sc*/ @media screen and (min-width:1280px){.girkTs{padding-left:0;padding-right:0;padding-top:0;-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;position:unset;width:auto;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;min-height:60px;gap:20px;background-color:transparent;overflow-x:visible;overflow-y:visible;}}/*!sc*/ .bCtuFU{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;padding-top:0.5rem;padding-bottom:0.5rem;background-color:transparent;position:relative;z-index:200;display:none;}/*!sc*/ @media screen and (min-width:1280px){.bCtuFU{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;}}/*!sc*/ .cBRNHO{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;gap:0;}/*!sc*/ @media screen and (min-width:1280px){.cBRNHO{-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;gap:20px;height:100%;}}/*!sc*/ .gbwWMz{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;width:100%;background-color:#0B0B0C;color:#A9A9AD;}/*!sc*/ @media screen and (min-width:1280px){.gbwWMz{height:100%;width:auto;background-color:transparent;color:#0B0B0C;}}/*!sc*/ .caCSrG{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;position:relative;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;gap:4px;height:-webkit-fit-content;height:-moz-fit-content;height:fit-content;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;width:100%;border-radius:5px;}/*!sc*/ @media screen and (min-width:1280px){.caCSrG{padding-top:0.25rem;padding-bottom:0.25rem;width:auto;}}/*!sc*/ .fxtsZN{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-transform:rotateX(0deg);-ms-transform:rotateX(0deg);transform:rotateX(0deg);-webkit-transition:-webkit-transform .15s ease-in-out;-webkit-transition:transform .15s ease-in-out;transition:transform .15s ease-in-out;margin-right:1.5rem;}/*!sc*/ @media screen and (min-width:768px){.fxtsZN{margin-right:2rem;}}/*!sc*/ @media screen and (min-width:1280px){.fxtsZN{margin-right:0;}}/*!sc*/ .iIvmda{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;row-gap:24px;}/*!sc*/ @media screen and (min-width:768px){.iIvmda{-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;}}/*!sc*/ .fXUJvn{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;background-color:#101014;}/*!sc*/ .jbARwL{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex:1;-ms-flex:1;flex:1;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;}/*!sc*/ @media screen and (min-width:768px){.jbARwL{-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;}}/*!sc*/ @media screen and (min-width:1280px){.jbARwL{-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;}}/*!sc*/ .eFYjSa{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:0px;background-color:#101014;color:#ffffff;text-align:left;padding-top:0.25rem;padding-bottom:0.25rem;padding-right:1.5rem;-webkit-flex:1;-ms-flex:1;flex:1;}/*!sc*/ @media screen and (min-width:768px){.eFYjSa{padding-top:1.5rem;padding-bottom:1.5rem;}}/*!sc*/ @media screen and (min-width:1280px){.eFYjSa{gap:0px;max-width:315px;}}/*!sc*/ .gYFcFc{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;padding-bottom:1.25rem;}/*!sc*/ @media screen and (min-width:768px){}/*!sc*/ .eTCxuy{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;}/*!sc*/ .ldsYPN{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;-webkit-flex-wrap:wrap;-ms-flex-wrap:wrap;flex-wrap:wrap;row-gap:8px;}/*!sc*/ @media screen and (min-width:576px){.ldsYPN{-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;}}/*!sc*/ @media screen and (min-width:768px){.ldsYPN{-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;}}/*!sc*/ @media screen and (min-width:1280px){.ldsYPN{width:-webkit-min-content;width:-moz-min-content;width:min-content;}}/*!sc*/ .dMJoKC{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;gap:8px;position:relative;-webkit-box-flex:1;-webkit-flex-grow:1;-ms-flex-positive:1;flex-grow:1;-webkit-flex-basis:0;-ms-flex-preferred-size:0;flex-basis:0;-webkit-flex:0 0 100%;-ms-flex:0 0 100%;flex:0 0 100%;width:-webkit-max-content;width:-moz-max-content;width:max-content;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}/*!sc*/ .dMJoKC:hover{color:#13EF93;}/*!sc*/ .gCajMv{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;gap:12px;position:relative;-webkit-align-items:flex-start;-webkit-box-align:flex-start;-ms-flex-align:flex-start;align-items:flex-start;}/*!sc*/ .ftcNci{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;position:relative;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;border:1px solid #2C2C33;border-radius:4px;background:#19191C;}/*!sc*/ .guuHrd{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:6px;position:relative;z-index:1;max-width:432px;}/*!sc*/ .hiDOHk{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:8px;background-color:#1A1A1F;color:#ffffff;text-align:left;padding:1.5rem;width:calc(100%);-webkit-flex-shrink:0;-ms-flex-negative:0;flex-shrink:0;}/*!sc*/ @media screen and (min-width:768px){.hiDOHk{width:calc(50% + 32px);padding-top:1.5rem;}}/*!sc*/ @media screen and (min-width:1280px){.hiDOHk{gap:0;max-width:350px;width:50%;min-width:350px;}}/*!sc*/ .lePzZD{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;width:100%;}/*!sc*/ @media screen and (min-width:768px){}/*!sc*/ .ddioGD{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;width:-webkit-fit-content;width:-moz-fit-content;width:fit-content;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;z-index:1;}/*!sc*/ .gzWdaa{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex:1 0 0;-ms-flex:1 0 0;flex:1 0 0;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:0px;}/*!sc*/ .fJWxEy{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;background-color:transparent;color:#ffffff;border:1px solid;border-color:transparent;overflow-x:hidden;overflow-y:hidden;width:100%;height:100%;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;padding:1rem;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;}/*!sc*/ .fJWxEy:hover{box-shadow:none;border-radius:6px;}/*!sc*/ .fvbMGK{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;position:relative;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;width:100%;height:100%;}/*!sc*/ .biWqHE{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:0px;min-height:-webkit-fit-content;min-height:-moz-fit-content;min-height:fit-content;padding-left:0;padding-right:0;padding-bottom:0;padding-top:1rem;-webkit-flex:1;-ms-flex:1;flex:1;}/*!sc*/ .exshrD{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:0px;background-color:#101014;color:#ffffff;text-align:left;padding-top:0.25rem;padding-bottom:0.25rem;padding-right:1.5rem;-webkit-flex:1;-ms-flex:1;flex:1;}/*!sc*/ @media screen and (min-width:768px){.exshrD{padding-top:1.5rem;padding-bottom:1.5rem;}}/*!sc*/ @media screen and (min-width:1280px){.exshrD{gap:0px;max-width:600px;}}/*!sc*/ .ljypZA{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;gap:8px;position:relative;-webkit-align-items:flex-start;-webkit-box-align:flex-start;-ms-flex-align:flex-start;align-items:flex-start;}/*!sc*/ .iNSltq{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;position:relative;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;border:none;border-radius:4px;}/*!sc*/ .bcBFEg{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:12px;padding-top:0.75rem;padding-bottom:0.75rem;padding-right:1.5rem;-webkit-flex-shrink:0;-ms-flex-negative:0;flex-shrink:0;-webkit-flex:1;-ms-flex:1;flex:1;}/*!sc*/ @media screen and (min-width:768px){.bcBFEg{padding-top:1.5rem;padding-bottom:1.5rem;}}/*!sc*/ .ldePaW{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;gap:12px;}/*!sc*/ .iKGCvS{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:16px;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;padding-top:1rem;padding-left:1.5rem;padding-right:1.5rem;-webkit-box-pack:end;-webkit-justify-content:flex-end;-ms-flex-pack:end;justify-content:flex-end;}/*!sc*/ @media screen and (min-width:768px){.iKGCvS{-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;padding-top:3rem;}}/*!sc*/ @media screen and (min-width:1280px){.iKGCvS{padding-left:0;padding-right:0;padding-top:0;}}/*!sc*/ .jUgQHG{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;display:none;position:absolute;left:0px;right:0px;top:0px;height:0;background:#000000e0;z-index:-1;}/*!sc*/ @media screen and (min-width:1280px){.jUgQHG{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;}}/*!sc*/ .iLVWKa{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;position:relative;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;width:100%;padding-top:2.5rem;padding-bottom:2.5rem;overflow-x:hidden;overflow-y:hidden;padding-top:3rem;padding-bottom:3rem;}/*!sc*/ @media screen and (min-width:576px){.iLVWKa{padding-top:4.5rem;padding-bottom:4.5rem;}}/*!sc*/ @media screen and (min-width:992px){}/*!sc*/ @media screen and (min-width:1280px){.iLVWKa{padding-top:6rem;padding-bottom:6rem;}}/*!sc*/ .doHfou{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}/*!sc*/ .hMGZHr{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;position:relative;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;width:100%;padding-top:0;padding-bottom:0;}/*!sc*/ @media screen and (min-width:576px){.hMGZHr{padding-top:0;padding-bottom:0;}}/*!sc*/ @media screen and (min-width:992px){.hMGZHr{padding-top:0;padding-bottom:0;}}/*!sc*/ .hhtFqm{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;padding-top:2rem;padding-bottom:2rem;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;}/*!sc*/ .btkfVN{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;margin-bottom:0.75rem;}/*!sc*/ .dJCIVv{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:24px;}/*!sc*/ .fJkbQy{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;}/*!sc*/ .hfDdWp{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:24px;-webkit-box-flex:1;-webkit-flex-grow:1;-ms-flex-positive:1;flex-grow:1;padding-bottom:2.5rem;}/*!sc*/ @media screen and (min-width:1280px){.hfDdWp{padding-top:1.5rem;padding-bottom:1.5rem;}}/*!sc*/ .dslPBO{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;padding-left:0;gap:16px;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;margin-left:1.25rem;margin-top:1.5rem;}/*!sc*/ .PRHwk{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;gap:8px;-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;-webkit-align-items:flex-start;-webkit-box-align:flex-start;-ms-flex-align:flex-start;align-items:flex-start;position:relative;}/*!sc*/ .ldWHw{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:8px;width:100%;max-width:100%;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}/*!sc*/ .iLvNR{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;position:relative;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;width:-webkit-fit-content;width:-moz-fit-content;width:fit-content;height:-webkit-fit-content;height:-moz-fit-content;height:fit-content;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;}/*!sc*/ @media screen and (min-width:576px){.iLvNR{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;}}/*!sc*/ .bsQzxX{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:10px;width:100%;color:#ffffff;-webkit-align-self:start;-ms-flex-item-align:start;align-self:start;}/*!sc*/ @media screen and (min-width:768px){.bsQzxX{position:-webkit-sticky;position:sticky;top:100px;}}/*!sc*/ .etKoXp{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;width:100%;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:24px;padding-top:2rem;}/*!sc*/ @media screen and (min-width:992px){.etKoXp{padding-top:2rem;padding-bottom:2rem;padding-left:2rem;}}/*!sc*/ .ejPsAh{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;gap:8px;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}/*!sc*/ @media screen and (min-width:992px){.ejPsAh{display:none;}}/*!sc*/ .bgSXGu{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;position:relative;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;}/*!sc*/ @media screen and (min-width:992px){.bgSXGu{padding-right:2rem;}}/*!sc*/ .fVRrfC{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;display:none;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:8px;background-color:#000000;border-color:#E1E1E5;border:1px solid;border-radius:8px;max-height:300px;overflow-y:auto;position:absolute;top:42px;width:100%;z-index:999;}/*!sc*/ @media screen and (min-width:992px){.fVRrfC{width:calc(100% - 32px);}}/*!sc*/ .goWpow{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;padding:0.125rem;}/*!sc*/ .kpvNPn{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:24px;max-height:calc(60vh);}/*!sc*/ @media screen and (min-width:992px){.kpvNPn{overflow-y:auto;}}/*!sc*/ .hrNfIL{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:12px;padding-bottom:1rem;}/*!sc*/ .itDcJo{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;display:none;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:12px;padding-left:0;}/*!sc*/ @media screen and (min-width:992px){.itDcJo{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;}}/*!sc*/ .drAJUB{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;gap:8px;width:-webkit-fit-content;width:-moz-fit-content;width:fit-content;border-radius:16px;border:none;cursor:pointer;padding-left:0.5rem;padding-right:0.5rem;padding-top:0.25rem;padding-bottom:0.25rem;height:32px;-webkit-transition:color 0.15s ease,background-color 0.15s ease;transition:color 0.15s ease,background-color 0.15s ease;background-color:transparent;color:#E1E1E5;}/*!sc*/ .drAJUB:hover{background-color:transparent;color:#A9A9AD;}/*!sc*/ .juchfq{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;}/*!sc*/ @media screen and (min-width:992px){.juchfq{display:none;}}/*!sc*/ .bjeAPm{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;width:100%;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:4px;}/*!sc*/ .eblIrO{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;display:none;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:12px;}/*!sc*/ @media screen and (min-width:992px){.eblIrO{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;}}/*!sc*/ .gAaKYn{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;position:relative;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;width:100%;padding-top:2.5rem;padding-bottom:2.5rem;overflow-x:hidden;overflow-y:hidden;}/*!sc*/ @media screen and (min-width:576px){.gAaKYn{padding-top:6rem;padding-bottom:6rem;}}/*!sc*/ @media screen and (min-width:992px){}/*!sc*/ .kUNxIf{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;padding-top:0.625rem;padding-bottom:0.625rem;gap:24px;}/*!sc*/ @media screen and (min-width:576px){.kUNxIf{gap:40px;}}/*!sc*/ .kptHGM{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;width:100%;gap:24px;}/*!sc*/ @media screen and (min-width:992px){.kptHGM{-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;-webkit-align-items:flex-start;-webkit-box-align:flex-start;-ms-flex-align:flex-start;align-items:flex-start;-webkit-box-pack:justify;-webkit-justify-content:space-between;-ms-flex-pack:justify;justify-content:space-between;}}/*!sc*/ .djSuqG{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:8px;color:#ffffff;}/*!sc*/ .iPwPdJ{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;position:relative;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;width:100%;height:-webkit-fit-content;height:-moz-fit-content;height:fit-content;}/*!sc*/ .fjoWTd{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;-webkit-flex-wrap:wrap;-ms-flex-wrap:wrap;flex-wrap:wrap;gap:26px;-webkit-box-pack:start;-webkit-justify-content:flex-start;-ms-flex-pack:start;justify-content:flex-start;margin-top:1rem;}/*!sc*/ .dPQBOW{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:16px;}/*!sc*/ .hRljnq{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:12px;}/*!sc*/ .iyzYAr{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;padding-top:1.25rem;border-top:1px solid;border-color:#2C2C33;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}/*!sc*/ data-styled.g3[id="sc-ace17a57-0"]{content:"hVNegh,ehhiOD,fVTUpQ,iMdtXa,bffmgp,bIAVyz,kNFNkL,girkTs,bCtuFU,cBRNHO,gbwWMz,caCSrG,fxtsZN,iIvmda,fXUJvn,jbARwL,eFYjSa,gYFcFc,eTCxuy,ldsYPN,dMJoKC,gCajMv,ftcNci,guuHrd,hiDOHk,lePzZD,ddioGD,gzWdaa,fJWxEy,fvbMGK,biWqHE,exshrD,ljypZA,iNSltq,bcBFEg,ldePaW,iKGCvS,jUgQHG,iLVWKa,doHfou,hMGZHr,hhtFqm,btkfVN,dJCIVv,fJkbQy,hfDdWp,dslPBO,PRHwk,ldWHw,iLvNR,bsQzxX,etKoXp,ejPsAh,bgSXGu,fVRrfC,goWpow,kpvNPn,hrNfIL,itDcJo,drAJUB,juchfq,bjeAPm,eblIrO,gAaKYn,kUNxIf,kptHGM,djSuqG,iPwPdJ,fjoWTd,dPQBOW,hRljnq,iyzYAr,"}/*!sc*/ .kritbo img{max-width:100%;height:auto;}/*!sc*/ data-styled.g4[id="sc-5f7d928-0"]{content:"kritbo,"}/*!sc*/ .kTZeVj{cursor:pointer;width:100%;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;}/*!sc*/ .cCnzAI{cursor:pointer;-webkit-text-decoration:none;text-decoration:none;color:#CECED2;}/*!sc*/ .ecplwP{cursor:pointer;display:-webkit-box;height:100%;width:100%;-webkit-flex:1;-ms-flex:1;flex:1;overflow-x:hidden;overflow-y:hidden;position:relative;}/*!sc*/ .bkHGsI{cursor:pointer;}/*!sc*/ .cdgacq{cursor:pointer;font-size:1.25rem;font-weight:500;display:block;cursor:pointer;width:100%;padding-left:1rem;padding-right:1rem;padding-top:1.5rem;padding-bottom:1.5rem;text-transform:none;text-align:left;-webkit-transition:color .15s ease-in-out;transition:color .15s ease-in-out;color:#A9A9AD;-webkit-text-decoration:none;text-decoration:none;}/*!sc*/ @media screen and (min-width:768px){.cdgacq{padding-left:2rem;padding-right:2rem;padding-top:1.5rem;padding-bottom:1.5rem;}}/*!sc*/ @media screen and (min-width:1280px){.cdgacq{padding:0;font-size:1rem;width:-webkit-fit-content;width:-moz-fit-content;width:fit-content;}}/*!sc*/ .cdgacq:hover{color:#13EF93;}/*!sc*/ .fobbYG{cursor:pointer;color:#ffffff;}/*!sc*/ .fobbYG:hover{color:#79AFFA;}/*!sc*/ .eriglH{cursor:pointer;color:#A9A9AD;}/*!sc*/ .eriglH:hover{color:#79AFFA;}/*!sc*/ .kmKRMV{cursor:pointer;padding-top:0.25rem;padding-bottom:0.25rem;padding-left:0.75rem;padding-right:0.75rem;color:#E1E1E5;font-size:1.125rem;font-weight:500;}/*!sc*/ .kmKRMV:hover{color:#81F4B4;}/*!sc*/ .iUnKGS{cursor:pointer;padding-top:0.25rem;padding-bottom:0.25rem;padding-left:0.75rem;padding-right:0.75rem;color:#13EF93;font-size:1.125rem;font-weight:500;}/*!sc*/ .iUnKGS:hover{color:#81F4B4;}/*!sc*/ .bKOSlQ{cursor:pointer;color:#E1E1E5;font-size:1.125rem;font-weight:500;}/*!sc*/ .dsCZKx{cursor:pointer;padding-left:1rem;padding-right:1rem;padding-top:0.5rem;padding-bottom:0.5rem;color:#E1E1E5;font-size:1.125rem;font-weight:500;}/*!sc*/ .dsCZKx:hover{color:#81F4B4;}/*!sc*/ .ezFGlW{cursor:pointer;padding-left:1rem;padding-right:1rem;padding-top:0.5rem;padding-bottom:0.5rem;color:#13EF93;font-size:1.125rem;font-weight:500;}/*!sc*/ .ezFGlW:hover{color:#81F4B4;}/*!sc*/ .bubdiz{cursor:pointer;font-family:var(--font-inter,sans-serif);font-size:0.875rem;line-height:1.25rem;color:#88888C;-webkit-text-decoration:none;text-decoration:none;-webkit-transition:color 0.2s ease-in;transition:color 0.2s ease-in;}/*!sc*/ .bubdiz:hover{color:#ffffff;}/*!sc*/ data-styled.g5[id="sc-e69ac761-0"]{content:"kTZeVj,cCnzAI,ecplwP,bkHGsI,cdgacq,fobbYG,eriglH,kmKRMV,iUnKGS,bKOSlQ,dsCZKx,ezFGlW,bubdiz,"}/*!sc*/ .btXZGI{position:relative;display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;line-height:1;z-index:1;}/*!sc*/ .fAyXOw{display:block;position:absolute;height:2px;width:100%;opacity:1;left:0;-webkit-transition:.25s ease-in-out;transition:.25s ease-in-out;background-color:#ffffff;top:0;-webkit-transform:rotate(0);-ms-transform:rotate(0);transform:rotate(0);}/*!sc*/ .jYoQJr{display:block;position:absolute;height:2px;width:100%;opacity:1;left:0;-webkit-transition:.25s ease-in-out;transition:.25s ease-in-out;background-color:#ffffff;top:6px;}/*!sc*/ .bzvkpX{display:block;position:absolute;height:2px;width:100%;opacity:1;left:0;-webkit-transition:.25s ease-in-out;transition:.25s ease-in-out;background-color:#ffffff;top:12px;-webkit-transform:rotate(0);-ms-transform:rotate(0);transform:rotate(0);}/*!sc*/ .kzoxAi{font-size:1.25rem;font-weight:500;display:block;cursor:pointer;width:100%;padding-left:1rem;padding-right:1rem;padding-top:1.5rem;padding-bottom:1.5rem;text-transform:none;text-align:left;-webkit-transition:color .15s ease-in-out;transition:color .15s ease-in-out;color:#A9A9AD;}/*!sc*/ @media screen and (min-width:768px){.kzoxAi{width:-webkit-fit-content;width:-moz-fit-content;width:fit-content;padding-left:2rem;padding-right:2rem;padding-top:1.5rem;padding-bottom:1.5rem;}}/*!sc*/ @media screen and (min-width:1280px){.kzoxAi{padding:0;font-size:1rem;}}/*!sc*/ .gIJLbd{font:0.875rem/1.25rem var(--font-inter,sans-serif);display:block;color:#88888C;width:auto;}/*!sc*/ .hHDluE{font-weight:500;text-align:left;position:relative;background-color:#101014;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;color:#CECED2;}/*!sc*/ .lnJhVG{font-size:0.75rem;color:#88888C;text-align:left;}/*!sc*/ .ilnsGr{font:0.875rem/1.25rem var(--font-inter,sans-serif);display:block;height:36px;color:#88888C;}/*!sc*/ @media screen and (min-width:1280px){.ilnsGr{height:auto;}}/*!sc*/ .fcPowg{position:relative;display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;z-index:1;}/*!sc*/ .bZmEHx{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;}/*!sc*/ .iNRMrC{font:0.875rem/1.25rem var(--font-inter,sans-serif);font-weight:600;}/*!sc*/ .jUNaqu{font:0.75rem/1.125rem var(--font-inter,sans-serif);color:#88888C;}/*!sc*/ .fmcyDO{font-size:0.875rem;text-align:left;-webkit-transition:0.1s linear 0s;transition:0.1s linear 0s;}/*!sc*/ .JYZsj{font-size:1.875rem;-webkit-letter-spacing:-0.02em;-moz-letter-spacing:-0.02em;-ms-letter-spacing:-0.02em;letter-spacing:-0.02em;line-height:2.75rem;color:#ffffff;font-weight:600;font-family:var(--font-roobert,sans-serif);font-feature-settings:'liga' 0,'dlig' 0,'hlig' 0,'ordn' 0,'ss09' 1,'kern' 1;font-kerning:normal;}/*!sc*/ @media screen and (min-width:768px){.JYZsj{font-size:2.25rem;}}/*!sc*/ .caUwZV{font-weight:700;}/*!sc*/ .hqcSqI{padding-left:0.25rem;padding-right:0.25rem;border-radius:3px;font:1rem/1.5rem var(--font-inter,sans-serif);font-family:var(--font-fira-code,monospace);}/*!sc*/ .gWWWKc{font-size:1rem;}/*!sc*/ .lnNnlT{color:#E1E1E5;font-size:1.125rem;font-weight:500;padding-right:1rem;}/*!sc*/ .dKGACE{padding-left:0.25rem;display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;}/*!sc*/ .jBPWIy{font-size:1.125rem;font-weight:500;}/*!sc*/ .jOcNrR{font:0.875rem/1.25rem var(--font-inter,sans-serif);font-weight:500;color:#616165;}/*!sc*/ .hIsFvR{display:none;color:#E1E1E5;font-size:1.125rem;font-weight:500;padding-right:1rem;}/*!sc*/ @media screen and (min-width:992px){.hIsFvR{display:block;}}/*!sc*/ .eThfML{color:#E1E1E5;font-size:1.125rem;font-weight:500;padding-right:1rem;}/*!sc*/ @media screen and (min-width:992px){.eThfML{display:none;}}/*!sc*/ .jgUCVJ{color:#E1E1E5;font-size:1.125rem;font-weight:500;}/*!sc*/ .fvIpti{color:#13EF93;font-size:1.125rem;font-weight:500;}/*!sc*/ .esKgrX{font-size:0.875rem;font-weight:400;font-family:var(--font-inter,sans-serif);color:#BBBBBF;}/*!sc*/ .fNHedI{text-align:left;font-size:1rem;font-weight:400;}/*!sc*/ .csXpZL{font-family:var(--font-inter,sans-serif);}/*!sc*/ .eDwhGn{height:18px;border-left:1px solid;border-color:#88888C;margin-left:0.5rem;margin-right:0.5rem;}/*!sc*/ .bhNNuo{font-family:var(--font-inter,sans-serif);font-size:0.875rem;line-height:1.25rem;color:#88888C;}/*!sc*/ data-styled.g6[id="sc-b323b31-0"]{content:"btXZGI,fAyXOw,jYoQJr,bzvkpX,kzoxAi,gIJLbd,hHDluE,lnJhVG,ilnsGr,fcPowg,bZmEHx,iNRMrC,jUNaqu,fmcyDO,JYZsj,caUwZV,hqcSqI,gWWWKc,lnNnlT,dKGACE,jBPWIy,jOcNrR,hIsFvR,eThfML,jgUCVJ,fvIpti,esKgrX,fNHedI,csXpZL,eDwhGn,bhNNuo,"}/*!sc*/ .eAcnIZ{background-repeat:no-repeat;--bgposX:0%;--bgposY:0%;background:common-black;background-size:cover,100% 100%;-webkit-animation:unset 5s infinite;animation:unset 5s infinite;}/*!sc*/ @-webkit-keyframes moveBackground{0%{background-position:0 0;}25%{background-position:15px 20px;}50%{background-position:-10px 30px;}75%{background-position:10px -15px;}100%{background-position:0 0;}}/*!sc*/ @keyframes moveBackground{0%{background-position:0 0;}25%{background-position:15px 20px;}50%{background-position:-10px 30px;}75%{background-position:10px -15px;}100%{background-position:0 0;}}/*!sc*/ .dJJSTR{background-repeat:no-repeat;--bgposX:0%;--bgposY:0%;background:#000000;background-size:cover,100% 100%;-webkit-animation:unset 5s infinite;animation:unset 5s infinite;}/*!sc*/ @-webkit-keyframes moveBackground{0%{background-position:0 0;}25%{background-position:15px 20px;}50%{background-position:-10px 30px;}75%{background-position:10px -15px;}100%{background-position:0 0;}}/*!sc*/ @keyframes moveBackground{0%{background-position:0 0;}25%{background-position:15px 20px;}50%{background-position:-10px 30px;}75%{background-position:10px -15px;}100%{background-position:0 0;}}/*!sc*/ data-styled.g10[id="sc-b22001da-2"]{content:"eAcnIZ,dJJSTR,"}/*!sc*/ .qCkfD{display:grid;height:100%;min-height:100vh;width:100%;grid-template-rows:auto;grid-template-columns:unset;grid-row:2/3;}/*!sc*/ @media screen and (min-width:992px){.qCkfD{grid-template-rows:unset;grid-template-columns:minmax(0,30fr) minmax(0,70fr);}}/*!sc*/ @media screen and (min-width:1280px){.qCkfD{grid-template-columns:minmax(0,30fr) minmax(0,70fr);}}/*!sc*/ .bnHyYY{display:grid;display:none;grid-template-columns:repeat(9,1fr);gap:12px 4px;padding-left:0;}/*!sc*/ @media screen and (min-width:992px){.bnHyYY{display:grid;padding-right:2rem;}}/*!sc*/ .fmBAXw{display:grid;-webkit-box-flex:1;-webkit-flex-grow:1;-ms-flex-positive:1;flex-grow:1;gap:30px;grid-template-columns:repeat(2,minmax(0,1fr));}/*!sc*/ @media screen and (min-width:768px){.fmBAXw{grid-template-columns:repeat(3,minmax(0,1fr));}}/*!sc*/ @media screen and (min-width:1280px){.fmBAXw{grid-template-columns:repeat(6,minmax(0,1fr));}}/*!sc*/ data-styled.g12[id="sc-662dedcb-0"]{content:"qCkfD,bnHyYY,fmBAXw,"}/*!sc*/ .htUWGk{font-size:3rem;line-height:3.75rem;-webkit-letter-spacing:-0.02em;-moz-letter-spacing:-0.02em;-ms-letter-spacing:-0.02em;letter-spacing:-0.02em;font-weight:700;font-size:3rem;font-family:var(--font-roobert,sans-serif);font-feature-settings:'liga' 0,'dlig' 0,'hlig' 0,'ordn' 0,'ss09' 1,'kern' 1;font-kerning:normal;}/*!sc*/ .kIEulY{font-size:3rem;line-height:3.75rem;-webkit-letter-spacing:-0.02em;-moz-letter-spacing:-0.02em;-ms-letter-spacing:-0.02em;letter-spacing:-0.02em;font-weight:700;}/*!sc*/ .cGaypB{font-size:2.25rem;line-height:2.75rem;-webkit-letter-spacing:-0.02em;-moz-letter-spacing:-0.02em;-ms-letter-spacing:-0.02em;letter-spacing:-0.02em;font-weight:700;}/*!sc*/ .fLfQKM{font-size:1.5rem;line-height:2rem;-webkit-letter-spacing:0em;-moz-letter-spacing:0em;-ms-letter-spacing:0em;letter-spacing:0em;font-weight:700;font-family:var(--font-inter,sans-serif);font-size:1.125rem;font-weight:600;color:#ffffff;}/*!sc*/ data-styled.g13[id="sc-4555ca6a-0"]{content:"htUWGk,kIEulY,cGaypB,fLfQKM,"}/*!sc*/ .jTMTOn{height:auto;max-width:100%;object-fit:cover;}/*!sc*/ data-styled.g14[id="sc-3ec8aa52-0"]{content:"jTMTOn,"}/*!sc*/ .iBHmhe *{-webkit-box-pack:start;-webkit-justify-content:flex-start;-ms-flex-pack:start;justify-content:flex-start;}/*!sc*/ @media screen and (min-width:768px){.iBHmhe *{max-height:50px;}}/*!sc*/ @media screen and (min-width:992px){.iBHmhe *{max-height:unset;}}/*!sc*/ .iBHmhe img{height:auto;object-fit:cover;width:172px;}/*!sc*/ @media screen and (min-width:992px){.iBHmhe img{width:250px;}}/*!sc*/ data-styled.g16[id="sc-acb32398-0"]{content:"iBHmhe,"}/*!sc*/ .hdVSqo{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;width:20px;height:20px;border-radius:50%;-webkit-transition:all 0.3s ease;transition:all 0.3s ease;opacity:0.3;}/*!sc*/ .hdVSqo svg{color:#ffffff;font-size:20px;-webkit-transition:all 0.3s ease;transition:all 0.3s ease;}/*!sc*/ .hdVSqo:hover{opacity:1;}/*!sc*/ .hdVSqo:hover svg{color:#13ef95;}/*!sc*/ data-styled.g18[id="sc-acb32398-2"]{content:"hdVSqo,"}/*!sc*/ .iLxlh{font-size:12px;line-height:18px;color:#dbdbdb;}/*!sc*/ data-styled.g19[id="sc-acb32398-3"]{content:"iLxlh,"}/*!sc*/ .hctdIg.hctdIg.hctdIg{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-text-decoration:none;text-decoration:none;width:-webkit-fit-content;width:-moz-fit-content;width:fit-content;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;cursor:pointer;padding:0.5rem;background-color:transparent;border:none;outline:none;}/*!sc*/ .hctdIg.hctdIg.hctdIg:focus{outline:1px solid #fff;}/*!sc*/ .fqnlbI.fqnlbI.fqnlbI{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-text-decoration:none;text-decoration:none;width:-webkit-fit-content;width:-moz-fit-content;width:fit-content;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;color:#E1E1E5;}/*!sc*/ @media screen and (min-width:576px){.fqnlbI.fqnlbI.fqnlbI{width:-webkit-fit-content;width:-moz-fit-content;width:fit-content;margin-left:0;margin-right:0;}}/*!sc*/ @media screen and (min-width:1280px){.fqnlbI.fqnlbI.fqnlbI{width:auto;height:auto;}}/*!sc*/ .cIekQB.cIekQB.cIekQB{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-text-decoration:none;text-decoration:none;width:100%;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;margin-left:auto;margin-right:auto;}/*!sc*/ @media screen and (min-width:576px){.cIekQB.cIekQB.cIekQB{width:100%;margin-left:0;margin-right:0;}}/*!sc*/ @media screen and (min-width:1280px){.cIekQB.cIekQB.cIekQB{width:auto;}}/*!sc*/ .zDyKW.zDyKW.zDyKW{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-text-decoration:none;text-decoration:none;width:-webkit-fit-content;width:-moz-fit-content;width:fit-content;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;color:#E1E1E5;font-size:1.125rem;font-weight:500;}/*!sc*/ .iotBFW.iotBFW.iotBFW{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-text-decoration:none;text-decoration:none;width:-webkit-fit-content;width:-moz-fit-content;width:fit-content;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;-webkit-transition:color 150ms ease-in-out;transition:color 150ms ease-in-out;color:#E1E1E5;font-size:1.125rem;font-weight:500;}/*!sc*/ .iotBFW.iotBFW.iotBFW:hover{color:#81F4B4;}/*!sc*/ .dTOZsF.dTOZsF.dTOZsF{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-text-decoration:none;text-decoration:none;width:-webkit-fit-content;width:-moz-fit-content;width:fit-content;-webkit-box-pack:center;-webkit-justify-content:center;-ms-flex-pack:center;justify-content:center;-webkit-transition:color 150ms ease-in-out;transition:color 150ms ease-in-out;color:#13EF93;font-size:1.125rem;font-weight:500;}/*!sc*/ .dTOZsF.dTOZsF.dTOZsF:hover{color:#81F4B4;}/*!sc*/ data-styled.g20[id="sc-d74559df-0"]{content:"hctdIg,fqnlbI,cIekQB,zDyKW,iotBFW,dTOZsF,"}/*!sc*/ .etnILU{padding:12px 32px;}/*!sc*/ .etnILU>span{font-family:var(--font-inter);font-size:16px;font-style:normal;font-weight:600;line-height:24px;}/*!sc*/ data-styled.g25[id="sc-84b76e46-0"]{content:"etnILU,"}/*!sc*/ .iumJHL svg{position:relative;-webkit-transition:left 0.2s linear;transition:left 0.2s linear;left:0px;top:0px;}/*!sc*/ .iumJHL:hover svg{left:6px;}/*!sc*/ data-styled.g27[id="sc-6e03a9e4-0"]{content:"iumJHL,"}/*!sc*/ .Tcnof{position:absolute;right:20px;}/*!sc*/ data-styled.g28[id="sc-2850a57f-0"]{content:"Tcnof,"}/*!sc*/ .ggobuO:hover{border:1px solid #2C2C33;background:#2d2c3380;}/*!sc*/ data-styled.g29[id="sc-2850a57f-1"]{content:"ggobuO,"}/*!sc*/ .dSsmQU{height:100%;width:100%;object-fit:cover;object-position:center;}/*!sc*/ data-styled.g30[id="sc-2850a57f-2"]{content:"dSsmQU,"}/*!sc*/ .cPKdIq{-webkit-line-clamp:3;-webkit-box-orient:vertical;}/*!sc*/ .cPKdIq svg{visibility:hidden;opacity:0;-webkit-transition:all 0.2s linear;transition:all 0.2s linear;-webkit-transform:translateY(1px);-ms-transform:translateY(1px);transform:translateY(1px);}/*!sc*/ .cPKdIq:hover{color:white;}/*!sc*/ .cPKdIq:hover svg{right:14px;opacity:1;visibility:visible;}/*!sc*/ data-styled.g31[id="sc-2850a57f-3"]{content:"cPKdIq,"}/*!sc*/ .gxydGy span{font-size:14px !important;}/*!sc*/ data-styled.g32[id="sc-3618c394-0"]{content:"gxydGy,"}/*!sc*/ .kXFUqt{border:1px solid #2c2c33;background-color:#19191c;}/*!sc*/ data-styled.g33[id="sc-3618c394-1"]{content:"kXFUqt,"}/*!sc*/ .bpvjgx{width:auto;height:auto;padding:6px;}/*!sc*/ .iIhisP{width:16px;height:16px;padding:0;}/*!sc*/ data-styled.g36[id="sc-3618c394-4"]{content:"bpvjgx,iIhisP,"}/*!sc*/ .bGaVbc{cursor:pointer;border-radius:8px;min-width:290px;width:100%;}/*!sc*/ .bGaVbc:hover,.bGaVbc:hover span{background-color:#1a1a1f;}/*!sc*/ .bGaVbc a{color:#79AFFA;width:100%;}/*!sc*/ .bGaVbc svg{position:relative;color:#A9A9AD;z-index:10;}/*!sc*/ .bGaVbc img{-webkit-filter:grayscale(1) contrast(0) brightness(1);filter:grayscale(1) contrast(0) brightness(1);-webkit-transition:filter 0.1s linear;transition:filter 0.1s linear;}/*!sc*/ .bGaVbc:hover a,.bGaVbc:focus-within a{color:#ffffff;}/*!sc*/ .bGaVbc:hover img,.bGaVbc:focus-within img{-webkit-filter:none;filter:none;}/*!sc*/ .bGaVbc:hover svg:not(.chevron),.bGaVbc:focus-within svg:not(.chevron){color:#ffffff;}/*!sc*/ .bGaVbc:hover svg:not(.chevron) stop:first-child,.bGaVbc:focus-within svg:not(.chevron) stop:first-child{stop-color:#188dc6 !important;}/*!sc*/ .bGaVbc:hover svg:not(.chevron) stop:last-child,.bGaVbc:focus-within svg:not(.chevron) stop:last-child{stop-color:#13ef95 !important;}/*!sc*/ .kjWGMU{cursor:pointer;border-radius:8px;}/*!sc*/ .kjWGMU:hover,.kjWGMU:hover span{background-color:#1a1a1f;}/*!sc*/ .kjWGMU a{color:#79AFFA;width:100%;}/*!sc*/ .kjWGMU svg{position:relative;color:#A9A9AD;z-index:10;}/*!sc*/ .kjWGMU img{-webkit-filter:grayscale(1) contrast(0) brightness(1);filter:grayscale(1) contrast(0) brightness(1);-webkit-transition:filter 0.1s linear;transition:filter 0.1s linear;}/*!sc*/ .kjWGMU:hover a,.kjWGMU:focus-within a{color:#ffffff;}/*!sc*/ .kjWGMU:hover img,.kjWGMU:focus-within img{-webkit-filter:none;filter:none;}/*!sc*/ .kjWGMU:hover svg:not(.chevron),.kjWGMU:focus-within svg:not(.chevron){color:#ffffff;}/*!sc*/ .kjWGMU:hover svg:not(.chevron) stop:first-child,.kjWGMU:focus-within svg:not(.chevron) stop:first-child{stop-color:#188dc6 !important;}/*!sc*/ .kjWGMU:hover svg:not(.chevron) stop:last-child,.kjWGMU:focus-within svg:not(.chevron) stop:last-child{stop-color:#13ef95 !important;}/*!sc*/ data-styled.g37[id="sc-3618c394-5"]{content:"bGaVbc,kjWGMU,"}/*!sc*/ .juEUpi{margin-right:-32px;}/*!sc*/ @media (min-width:1280px){.juEUpi{margin-right:0;}}/*!sc*/ data-styled.g38[id="sc-3618c394-6"]{content:"juEUpi,"}/*!sc*/ .jzJMzZ{height:100%;width:100%;object-fit:cover;object-position:center;}/*!sc*/ data-styled.g40[id="sc-3618c394-8"]{content:"jzJMzZ,"}/*!sc*/ .jycipe{padding:8px;}/*!sc*/ .jycipe:hover,.jycipe:focus-within{color:white;}/*!sc*/ data-styled.g42[id="sc-3618c394-10"]{content:"jycipe,"}/*!sc*/ .cTfqJK{border:2px solid #232329;border-radius:8px;padding:13px 16px;width:100%;}/*!sc*/ .cTfqJK img{-webkit-filter:invert(50%);filter:invert(50%);}/*!sc*/ .cTfqJK:hover{background-color:#232329;}/*!sc*/ .cTfqJK:hover img{-webkit-filter:none;filter:none;}/*!sc*/ .dAEPVD{border:2px solid #232329;border-radius:8px;padding:13px 16px;width:100%;}/*!sc*/ .dAEPVD img{-webkit-filter:none;filter:none;}/*!sc*/ .dAEPVD:hover{background-color:#232329;}/*!sc*/ .dAEPVD:hover img{-webkit-filter:none;filter:none;}/*!sc*/ data-styled.g43[id="sc-3618c394-11"]{content:"cTfqJK,dAEPVD,"}/*!sc*/ .dVEgqo{padding-right:20px;line-height:1;width:-webkit-max-content;width:-moz-max-content;width:max-content;font-size:14px;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}/*!sc*/ .dRVqCB{padding-right:20px;line-height:1;width:-webkit-max-content;width:-moz-max-content;width:max-content;font-size:14px;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}/*!sc*/ .dRVqCB:hover{color:#fff;}/*!sc*/ data-styled.g45[id="sc-3618c394-13"]{content:"dVEgqo,dRVqCB,"}/*!sc*/ .cFsKfJ{font-size:12px;line-height:18px;margin-right:-30px;}/*!sc*/ data-styled.g46[id="sc-3618c394-14"]{content:"cFsKfJ,"}/*!sc*/ .gpxdfo{min-width:130px;color:#CECED2;}/*!sc*/ .eGLEvX{min-width:130px;color:#BB76FF;}/*!sc*/ data-styled.g47[id="sc-3618c394-15"]{content:"gpxdfo,eGLEvX,"}/*!sc*/ @media screen and (min-width:1280px){.gkvAJG{left:50%;-webkit-transform:translateX(-50%);-ms-transform:translateX(-50%);transform:translateX(-50%);}}/*!sc*/ data-styled.g48[id="sc-610ba7e0-0"]{content:"gkvAJG,"}/*!sc*/ .GBftN{min-height:1em;font:1rem/1.5rem var(--font-inter,sans-serif);font-family:var(--font-inter,sans-serif);color:#A9A9AD;}/*!sc*/ @media screen and (min-width:768px){.GBftN{font:1rem/1.5rem var(--font-inter,sans-serif);font-family:var(--font-inter,sans-serif);}}/*!sc*/ data-styled.g49[id="sc-5159831f-0"]{content:"GBftN,"}/*!sc*/ .jroYld{padding:8px 12px;height:36px;font-weight:bold;font-size:14px;}/*!sc*/ .jroYeL{padding:8px 18px;height:36px;font-weight:bold;font-size:14px;}/*!sc*/ data-styled.g81[id="sc-f5e67a3c-0"]{content:"jroYld,jroYeL,"}/*!sc*/ .brcSfa{-webkit-backdrop-filter:saturate(1.8) blur(20px);backdrop-filter:saturate(1.8) blur(20px);}/*!sc*/ data-styled.g82[id="sc-f5e67a3c-1"]{content:"brcSfa,"}/*!sc*/ .czlhnZ{list-style:none;}/*!sc*/ data-styled.g83[id="sc-f5e67a3c-2"]{content:"czlhnZ,"}/*!sc*/ @media (min-width:1280px){.jzgMew{background-image:linear-gradient(to right,#848499,#848499);background-position:bottom;background-size:5px 1px;background-repeat:repeat-x;}.jzgMew::after{content:'';width:100%;height:1px;background-image:linear-gradient(to right,#0b0b0c,#2c2c33,#0b0b0c);background-position:bottom;position:absolute;bottom:0;left:0;}}/*!sc*/ data-styled.g84[id="sc-f5e67a3c-3"]{content:"jzgMew,"}/*!sc*/ .bDFWMB{object-fit:contain;}/*!sc*/ data-styled.g85[id="sc-f5e67a3c-4"]{content:"bDFWMB,"}/*!sc*/ .fcUGTU{object-fit:contain;}/*!sc*/ data-styled.g86[id="sc-f5e67a3c-5"]{content:"fcUGTU,"}/*!sc*/ .xEeaM.xEeaM{width:100%;background:rgba(255,255,255,0.1);border:1px solid;border-color:#E1E1E5;border-radius:8px;overflow-x:hidden;overflow-y:hidden;}/*!sc*/ data-styled.g295[id="sc-55bcd36-0"]{content:"xEeaM,"}/*!sc*/ .ccmWmA{cursor:pointer;}/*!sc*/ data-styled.g297[id="sc-55bcd36-2"]{content:"ccmWmA,"}/*!sc*/ .zIKHU p{color:#a9a9ad;font-size:16px;line-height:24px;}/*!sc*/ .zIKHU a{color:#79AFFA;}/*!sc*/ data-styled.g337[id="sc-a48d0877-0"]{content:"zIKHU,"}/*!sc*/ .hegRkn{list-style:none !important;}/*!sc*/ .hegRkn > li{padding-left:0.5rem;}/*!sc*/ .hegRkn::before{content:'';position:absolute;top:13px;left:-8px;-webkit-transform:translateY(-50%);-ms-transform:translateY(-50%);transform:translateY(-50%);width:6px;height:6px;border-radius:50%;background-color:#13EF93;background-repeat:no-repeat;background-position:center;}/*!sc*/ data-styled.g338[id="sc-42818e5a-0"]{content:"hegRkn,"}/*!sc*/ .dZzOHq{list-style:initial !important;}/*!sc*/ .dZzOHq li > ul{margin-block:0.5rem;}/*!sc*/ .dZzOHq > li > .sub-list-item{display:none;}/*!sc*/ .dZzOHq ul li .list-item{display:none;}/*!sc*/ .dZzOHq ul li .sub-list-item{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;}/*!sc*/ data-styled.g339[id="sc-42818e5a-1"]{content:"dZzOHq,"}/*!sc*/ .ipqlKg{-webkit-scroll-margin-top:120px;-moz-scroll-margin-top:120px;-ms-scroll-margin-top:120px;scroll-margin-top:120px;}/*!sc*/ data-styled.g341[id="sc-42818e5a-3"]{content:"ipqlKg,"}/*!sc*/ .jpHeYz{background-color:#1e2c3c;}/*!sc*/ data-styled.g342[id="sc-42818e5a-4"]{content:"jpHeYz,"}/*!sc*/ .cifBqP h1{font-size:32px;font-weight:500;line-height:120%;-webkit-letter-spacing:-0.72px;-moz-letter-spacing:-0.72px;-ms-letter-spacing:-0.72px;letter-spacing:-0.72px;color:#fff;}/*!sc*/ .cifBqP h2{font-size:24px;font-weight:500;line-height:120%;-webkit-letter-spacing:-0.72px;-moz-letter-spacing:-0.72px;-ms-letter-spacing:-0.72px;letter-spacing:-0.72px;color:#fff;}/*!sc*/ .cifBqP h3{font-size:20px;font-weight:500;line-height:120%;color:#fff;}/*!sc*/ .cifBqP h4{font-size:18px;font-style:normal;font-weight:500;line-height:120%;color:#fff;}/*!sc*/ .cifBqP,.cifBqP h5{font-size:16px;font-style:normal;font-weight:500;line-height:120%;color:#fff;}/*!sc*/ .cifBqP p{color:#a9a9ad;font-size:1rem;line-height:160%;}/*!sc*/ .cifBqP a{color:#79AFFA;-webkit-transition:color 0.15s ease-in-out;transition:color 0.15s ease-in-out;}/*!sc*/ .cifBqP a:hover{color:#ffffff;}/*!sc*/ .cifBqP img{border-radius:8px;}/*!sc*/ .cifBqP .table-block-wrapper{width:calc(100vw - 64px);}/*!sc*/ @media screen and (min-width:768px){.cifBqP .table-block-wrapper{width:100%;}}/*!sc*/ data-styled.g344[id="sc-4e888a2-0"]{content:"cifBqP,"}/*!sc*/ .etTmcu:focus-within #search-results{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;}/*!sc*/ data-styled.g345[id="sc-8e7440ad-0"]{content:"etTmcu,"}/*!sc*/ .cxZbdr{-ms-overflow-style:none;-webkit-scrollbar-width:none;-moz-scrollbar-width:none;-ms-scrollbar-width:none;scrollbar-width:none;}/*!sc*/ .cxZbdr::-webkit-scrollbar{display:none;}/*!sc*/ data-styled.g346[id="sc-8e7440ad-1"]{content:"cxZbdr,"}/*!sc*/ </style></head><body><div id="__next"><div class="__variable_faaa9a __variable_179fbf __variable_8849c1"><style data-emotion="css-global 19e5se0">html{-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;box-sizing:border-box;-webkit-text-size-adjust:100%;}*,*::before,*::after{box-sizing:inherit;}strong,b{font-weight:700;}body{margin:0;color:#101014;font-family:var(--font-inter, sans-serif);font-size:1.125rem;line-height:1.75rem;font-weight:400;background-color:#ffffff;}@media print{body{background-color:#ffffff;}}body::backdrop{background-color:#ffffff;}</style><header id="primary-header" font-family="bodyFont" width="100%" class="sc-6293d692-0 bVCmMy"><div width="100%" id="OIxudyjJQhW_2ro39dJRnA" class="sc-6293d692-0 sc-f5e67a3c-1 jWQHwy brcSfa"><nav class="sc-ace17a57-0 sc-f5e67a3c-3 hVNegh jzgMew header-wrapper" width="100%" id="OIxudyjJQhW_2ro39dJRnA"><div width="100%" class="sc-6293d692-0 bCQJFW"><div height="60px" class="sc-ace17a57-0 ehhiOD"><div class="sc-ace17a57-0 fVTUpQ"><a rel="" target="" width="100%" display="flex" href="/" class="sc-e69ac761-0 kTZeVj"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="eager" width="130" height="30" decoding="async" data-nimg="1" class="sc-f5e67a3c-4 bDFWMB" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1683539914-logo.svg"/></div></a></div><div width="100%" class="sc-ace17a57-0 bffmgp"><div width="100%" class="sc-ace17a57-0 bIAVyz"><div class="sc-ace17a57-0 kNFNkL"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 hctdIg css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex"><div width="16.5px" height="13px" class="sc-6293d692-0 eerUnR"><span display="block" height="2px" width="100%" opacity="1" transform="rotate(0)" class="sc-b323b31-0 fAyXOw"></span><span display="block" height="2px" width="100%" opacity="1" class="sc-b323b31-0 jYoQJr"></span><span display="block" height="2px" width="100%" opacity="1" transform="rotate(0)" class="sc-b323b31-0 bzvkpX"></span></div></span></button></div><ul width="100%" height="0px" class="sc-ace17a57-0 sc-f5e67a3c-2 girkTs czlhnZ"><div display="none" class="sc-ace17a57-0 bCtuFU"><a rel="" target="" width="100%" display="flex" href="/" class="sc-e69ac761-0 kTZeVj"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="lazy" width="130" height="30" decoding="async" data-nimg="1" class="sc-f5e67a3c-5 fcUGTU" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1683539914-logo.svg"/></div></a></div><div class="sc-ace17a57-0 cBRNHO"><li height="fit-content" width="100%" tabindex="0" class="sc-6293d692-0 hEIHLV"><div width="100%" class="sc-ace17a57-0 gbwWMz"><div height="fit-content" width="100%" class="sc-ace17a57-0 caCSrG"><span font-size="textXl" font-weight="medium" display="block" cursor="pointer" width="100%" class="sc-b323b31-0 kzoxAi">Products</span><div transform="rotateX(0deg)" class="sc-ace17a57-0 fxtsZN"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 448 512" color="#A9A9AD" style="color:#A9A9AD" height="12" width="12" xmlns="http://www.w3.org/2000/svg"><path d="M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z"></path></svg></div></div></div><div pointer-events="none" class="sc-6293d692-0 sc-610ba7e0-0 fqJJID gkvAJG"><div class="sc-ace17a57-0 iIvmda"><div class="sc-ace17a57-0 fXUJvn"><div class="sc-ace17a57-0 jbARwL"><div class="sc-ace17a57-0 eFYjSa"><div class="sc-ace17a57-0 gYFcFc"><span display="block" width="auto" class="sc-b323b31-0 gIJLbd">APIs</span></div><div class="sc-ace17a57-0 eTCxuy"><div class="sc-ace17a57-0 ldsYPN"><div width="max-content" class="sc-ace17a57-0 sc-3618c394-5 dMJoKC bGaVbc"><a rel="" target="" text-decoration="none" class="sc-e69ac761-0 cCnzAI sc-3618c394-10 jycipe" href="/product/voice-agent-api"><div class="sc-ace17a57-0 gCajMv"><div class="sc-ace17a57-0 sc-3618c394-4 ftcNci bpvjgx"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1728060023-speech-to-speech.svg"/></div></div><div class="sc-ace17a57-0 guuHrd"><span font-weight="medium" display="flex" tabindex="-1" class="sc-b323b31-0 sc-3618c394-13 hHDluE dVEgqo">Voice Agent API</span><span font-size="textXs" class="sc-b323b31-0 sc-3618c394-14 lnJhVG cFsKfJ">For real-time AI Agents</span></div></div></a></div><div width="max-content" class="sc-ace17a57-0 sc-3618c394-5 dMJoKC bGaVbc"><a rel="" target="" text-decoration="none" class="sc-e69ac761-0 cCnzAI sc-3618c394-10 jycipe" href="/product/text-to-speech"><div class="sc-ace17a57-0 gCajMv"><div class="sc-ace17a57-0 sc-3618c394-4 ftcNci bpvjgx"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1728060055-text-to-speech.svg"/></div></div><div class="sc-ace17a57-0 guuHrd"><span font-weight="medium" display="flex" tabindex="-1" class="sc-b323b31-0 sc-3618c394-13 hHDluE dVEgqo">Text to Speech API</span><span font-size="textXs" class="sc-b323b31-0 sc-3618c394-14 lnJhVG cFsKfJ">Responsive, natural-sounding voices</span></div></div></a></div><div width="max-content" class="sc-ace17a57-0 sc-3618c394-5 dMJoKC bGaVbc"><a rel="" target="" text-decoration="none" class="sc-e69ac761-0 cCnzAI sc-3618c394-10 jycipe" href="/product/speech-to-text"><div class="sc-ace17a57-0 gCajMv"><div class="sc-ace17a57-0 sc-3618c394-4 ftcNci bpvjgx"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1728060077-speech-to-text.svg"/></div></div><div class="sc-ace17a57-0 guuHrd"><span font-weight="medium" display="flex" tabindex="-1" class="sc-b323b31-0 sc-3618c394-13 hHDluE dVEgqo">Speech to Text API</span><span font-size="textXs" class="sc-b323b31-0 sc-3618c394-14 lnJhVG cFsKfJ">Unmatched accuracy, speed & cost</span></div></div></a></div><div width="max-content" class="sc-ace17a57-0 sc-3618c394-5 dMJoKC bGaVbc"><a rel="" target="" text-decoration="none" class="sc-e69ac761-0 cCnzAI sc-3618c394-10 jycipe" href="/product/audio-intelligence"><div class="sc-ace17a57-0 gCajMv"><div class="sc-ace17a57-0 sc-3618c394-4 ftcNci bpvjgx"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1728060103-brain-ai.svg"/></div></div><div class="sc-ace17a57-0 guuHrd"><span font-weight="medium" display="flex" tabindex="-1" class="sc-b323b31-0 sc-3618c394-13 hHDluE dVEgqo">Audio Intelligence API</span><span font-size="textXs" class="sc-b323b31-0 sc-3618c394-14 lnJhVG cFsKfJ">Powered by AI Language models</span></div></div></a></div></div></div></div></div></div><div width="calc(100%)" class="sc-ace17a57-0 sc-3618c394-6 hiDOHk juEUpi"><div width="100%" class="sc-ace17a57-0 lePzZD"><span display="block" height="36px" class="sc-b323b31-0 ilnsGr">Announcements</span><style data-emotion="css 1y3y2u2">.css-1y3y2u2{font-family:var(--font-inter, sans-serif);font-size:1.0446428571428572rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:4px 5px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#9c27b0;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;line-height:2.3;height:44px;padding-left:1.25rem;padding-right:1.25rem;color:#ffffff;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-1y3y2u2:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(156, 39, 176, 0.04);}@media (hover: none){.css-1y3y2u2:hover{background-color:transparent;}}.css-1y3y2u2.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-1y3y2u2::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-1y3y2u2:hover{color:#79AFFA;background-color:transparent;}.css-1y3y2u2:focus-visible{color:#ffffff;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-1y3y2u2.Mui-disabled{color:#ffffff;opacity:0.2;}</style><style data-emotion="css 6n9fb7">.css-6n9fb7{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:1.0446428571428572rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:4px 5px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#9c27b0;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;line-height:2.3;height:44px;padding-left:1.25rem;padding-right:1.25rem;color:#ffffff;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-6n9fb7::-moz-focus-inner{border-style:none;}.css-6n9fb7.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-6n9fb7{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-6n9fb7:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(156, 39, 176, 0.04);}@media (hover: none){.css-6n9fb7:hover{background-color:transparent;}}.css-6n9fb7.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-6n9fb7::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-6n9fb7:hover{color:#79AFFA;background-color:transparent;}.css-6n9fb7:focus-visible{color:#ffffff;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-6n9fb7.Mui-disabled{color:#ffffff;opacity:0.2;}</style><a class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textSecondary MuiButton-sizeSmall MuiButton-textSizeSmall MuiButton-colorSecondary MuiButton-root MuiButton-text MuiButton-textSecondary MuiButton-sizeSmall MuiButton-textSizeSmall MuiButton-colorSecondary sc-d74559df-0 fqnlbI sc-6e03a9e4-0 iumJHL sc-3618c394-0 gxydGy css-6n9fb7" tabindex="0" type="button" __typename="ComponentCallToActionRecord" id="Xho9X9_YQj2HBRVr87BG0g" href="/learn?type=Article&page=1&category=Announcements"><span class="sc-b323b31-0 fcPowg button-label" display="inline-flex"><span>View more</span></span><style data-emotion="css kcxyz4">.css-kcxyz4{display:inherit;margin-right:-2px;margin-left:8px;}.css-kcxyz4>*:nth-of-type(1){font-size:18px;}</style><span class="MuiButton-icon MuiButton-endIcon MuiButton-iconSizeSmall css-kcxyz4"><div width="fit-content" class="sc-ace17a57-0 ddioGD"><span display="inline-flex" class="sc-b323b31-0 bZmEHx"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 448 512" height="16" width="16" xmlns="http://www.w3.org/2000/svg"><path d="M438.6 278.6c12.5-12.5 12.5-32.8 0-45.3l-160-160c-12.5-12.5-32.8-12.5-45.3 0s-12.5 32.8 0 45.3L338.8 224 32 224c-17.7 0-32 14.3-32 32s14.3 32 32 32l306.7 0L233.4 393.4c-12.5 12.5-12.5 32.8 0 45.3s32.8 12.5 45.3 0l160-160z"></path></svg></span></div></span></a></div><div class="sc-ace17a57-0 gzWdaa"><a rel="" target="" display="-webkit-box" height="100%" width="100%" class="sc-e69ac761-0 ecplwP sc-2850a57f-3 cPKdIq" href="/learn/introducing-nova-3-speech-to-text-api"><div width="100%" height="100%" id="e1wy33mNTlGk8-WqDH28_Q" class="sc-ace17a57-0 sc-2850a57f-1 fJWxEy ggobuO"><div width="100%" height="150px" class="sc-6293d692-0 eWcIvK"><div class="sc-ace17a57-0 sc-5f7d928-0 fvbMGK image-wrapper" width="100%" height="100%"><img alt="Introducing Nova-3: Setting a New Standard for AI-Driven Speech-to-Text" loading="lazy" width="590" height="259" decoding="async" data-nimg="1" class="sc-2850a57f-2 dSsmQU" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1740086862-2502-nova-3-blog-header.jpg%3Fauto%3Dformat%26w%3D590&w=640&q=75 1x, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1740086862-2502-nova-3-blog-header.jpg%3Fauto%3Dformat%26w%3D590&w=1200&q=75 2x" src="/_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1740086862-2502-nova-3-blog-header.jpg%3Fauto%3Dformat%26w%3D590&w=1200&q=75"/></div></div><div class="sc-ace17a57-0 biWqHE"><span font-weight="semiBold" class="sc-b323b31-0 iNRMrC"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 320 512" color="#ffffff" class="sc-2850a57f-0 Tcnof" style="color:#ffffff" height="12" width="12" xmlns="http://www.w3.org/2000/svg"><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"></path></svg>Introducing Nova-3: Setting a New Standard for AI-Driven Speech-to-Text</span><span class="sc-b323b31-0 jUNaqu">Published on 02/12/25</span></div></div></a></div></div></div></div></li><li height="fit-content" width="100%" tabindex="0" class="sc-6293d692-0 hEIHLV"><div width="100%" class="sc-ace17a57-0 gbwWMz"><div height="fit-content" width="100%" class="sc-ace17a57-0 caCSrG"><span font-size="textXl" font-weight="medium" display="block" cursor="pointer" width="100%" class="sc-b323b31-0 kzoxAi">Solutions</span><div transform="rotateX(0deg)" class="sc-ace17a57-0 fxtsZN"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 448 512" color="#A9A9AD" style="color:#A9A9AD" height="12" width="12" xmlns="http://www.w3.org/2000/svg"><path d="M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z"></path></svg></div></div></div><div pointer-events="none" class="sc-6293d692-0 sc-610ba7e0-0 fqJJID gkvAJG"><div class="sc-ace17a57-0 iIvmda"><div class="sc-ace17a57-0 fXUJvn"><div class="sc-ace17a57-0 jbARwL"><div class="sc-ace17a57-0 exshrD"><div class="sc-ace17a57-0 gYFcFc"><span display="block" width="auto" class="sc-b323b31-0 gIJLbd">Use Cases</span></div><div class="sc-ace17a57-0 eTCxuy"><div class="sc-ace17a57-0 ldsYPN"><div width="max-content" class="sc-ace17a57-0 sc-3618c394-5 dMJoKC kjWGMU"><a rel="" target="" text-decoration="none" class="sc-e69ac761-0 cCnzAI sc-3618c394-10 jycipe" href="/solutions/contact-centers"><div class="sc-ace17a57-0 ljypZA"><div class="sc-ace17a57-0 sc-3618c394-4 iNSltq iIhisP"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1728060222-customer-service.svg"/></div></div><div class="sc-ace17a57-0 guuHrd"><span font-weight="medium" display="flex" tabindex="-1" class="sc-b323b31-0 sc-3618c394-13 hHDluE dRVqCB">Contact Centers</span></div></div></a></div><div width="max-content" class="sc-ace17a57-0 sc-3618c394-5 dMJoKC kjWGMU"><a rel="" target="" text-decoration="none" class="sc-e69ac761-0 cCnzAI sc-3618c394-10 jycipe" href="/solutions/medical-transcription"><div class="sc-ace17a57-0 ljypZA"><div class="sc-ace17a57-0 sc-3618c394-4 iNSltq iIhisP"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1728060247-medical.svg"/></div></div><div class="sc-ace17a57-0 guuHrd"><span font-weight="medium" display="flex" tabindex="-1" class="sc-b323b31-0 sc-3618c394-13 hHDluE dRVqCB">Medical Transcription</span></div></div></a></div><div width="max-content" class="sc-ace17a57-0 sc-3618c394-5 dMJoKC kjWGMU"><a rel="" target="" text-decoration="none" class="sc-e69ac761-0 cCnzAI sc-3618c394-10 jycipe" href="/deepgram-for-voicebots-and-chatbots"><div class="sc-ace17a57-0 ljypZA"><div class="sc-ace17a57-0 sc-3618c394-4 iNSltq iIhisP"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1728060265-conversational-ai.svg"/></div></div><div class="sc-ace17a57-0 guuHrd"><span font-weight="medium" display="flex" tabindex="-1" class="sc-b323b31-0 sc-3618c394-13 hHDluE dRVqCB">Conversational AI</span></div></div></a></div><div width="max-content" class="sc-ace17a57-0 sc-3618c394-5 dMJoKC kjWGMU"><a rel="" target="" text-decoration="none" class="sc-e69ac761-0 cCnzAI sc-3618c394-10 jycipe" href="/solutions/speech-analytics"><div class="sc-ace17a57-0 ljypZA"><div class="sc-ace17a57-0 sc-3618c394-4 iNSltq iIhisP"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1728060282-speech-analytics.svg"/></div></div><div class="sc-ace17a57-0 guuHrd"><span font-weight="medium" display="flex" tabindex="-1" class="sc-b323b31-0 sc-3618c394-13 hHDluE dRVqCB">Speech Analytics</span></div></div></a></div><div width="max-content" class="sc-ace17a57-0 sc-3618c394-5 dMJoKC kjWGMU"><a rel="" target="" text-decoration="none" class="sc-e69ac761-0 cCnzAI sc-3618c394-10 jycipe" href="/solutions/media-transcription"><div class="sc-ace17a57-0 ljypZA"><div class="sc-ace17a57-0 sc-3618c394-4 iNSltq iIhisP"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1728060298-media.svg"/></div></div><div class="sc-ace17a57-0 guuHrd"><span font-weight="medium" display="flex" tabindex="-1" class="sc-b323b31-0 sc-3618c394-13 hHDluE dRVqCB">Media Transcription</span></div></div></a></div></div></div></div><div class="sc-ace17a57-0 bcBFEg"><a rel="" target="" class="sc-e69ac761-0 bkHGsI sc-3618c394-11 cTfqJK" href="/customers"><div class="sc-ace17a57-0 ldePaW"><div width="28px" height="28px" class="sc-6293d692-0 sc-3618c394-1 ipShUF kXFUqt"><div class="sc-ace17a57-0 sc-5f7d928-0 fvbMGK image-wrapper" width="100%" height="100%"><img alt="Customers" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="sc-3618c394-8 jzJMzZ" style="color:transparent;object-fit:cover" src="https://www.datocms-assets.com/96965/1728060368-user.svg"/></div></div><span font-size="textSm" class="sc-b323b31-0 sc-3618c394-15 fmcyDO gpxdfo">Customers</span></div></a><a rel="" target="" class="sc-e69ac761-0 bkHGsI sc-3618c394-11 cTfqJK" href="/partners"><div class="sc-ace17a57-0 ldePaW"><div width="28px" height="28px" class="sc-6293d692-0 sc-3618c394-1 ipShUF kXFUqt"><div class="sc-ace17a57-0 sc-5f7d928-0 fvbMGK image-wrapper" width="100%" height="100%"><img alt="Partners" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="sc-3618c394-8 jzJMzZ" style="color:transparent;object-fit:cover" src="https://www.datocms-assets.com/96965/1728060385-people-connect.svg"/></div></div><span font-size="textSm" class="sc-b323b31-0 sc-3618c394-15 fmcyDO gpxdfo">Partners</span></div></a><a rel="" target="" class="sc-e69ac761-0 bkHGsI sc-3618c394-11 cTfqJK" href="/startup-program"><div class="sc-ace17a57-0 ldePaW"><div width="28px" height="28px" class="sc-6293d692-0 sc-3618c394-1 ipShUF kXFUqt"><div class="sc-ace17a57-0 sc-5f7d928-0 fvbMGK image-wrapper" width="100%" height="100%"><img alt="Startup Program" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="sc-3618c394-8 jzJMzZ" style="color:transparent;object-fit:cover" src="https://www.datocms-assets.com/96965/1728060404-rocket.svg"/></div></div><span font-size="textSm" class="sc-b323b31-0 sc-3618c394-15 fmcyDO gpxdfo">Startup Program</span></div></a></div></div></div></div></div></li><li height="fit-content" width="100%" tabindex="0" class="sc-6293d692-0 hEIHLV"><div width="100%" class="sc-ace17a57-0 gbwWMz"><div height="fit-content" width="100%" class="sc-ace17a57-0 caCSrG"><span font-size="textXl" font-weight="medium" display="block" cursor="pointer" width="100%" class="sc-b323b31-0 kzoxAi">Resources</span><div transform="rotateX(0deg)" class="sc-ace17a57-0 fxtsZN"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 448 512" color="#A9A9AD" style="color:#A9A9AD" height="12" width="12" xmlns="http://www.w3.org/2000/svg"><path d="M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z"></path></svg></div></div></div><div pointer-events="none" class="sc-6293d692-0 sc-610ba7e0-0 fqJJID gkvAJG"><div class="sc-ace17a57-0 iIvmda"><div class="sc-ace17a57-0 fXUJvn"><div class="sc-ace17a57-0 jbARwL"><div class="sc-ace17a57-0 exshrD"><div class="sc-ace17a57-0 gYFcFc"><span display="block" width="auto" class="sc-b323b31-0 gIJLbd">Resources</span></div><div class="sc-ace17a57-0 eTCxuy"><div class="sc-ace17a57-0 ldsYPN"><div width="max-content" class="sc-ace17a57-0 sc-3618c394-5 dMJoKC kjWGMU"><a rel="" target="" text-decoration="none" class="sc-e69ac761-0 cCnzAI sc-3618c394-10 jycipe" href="/learn/article"><div class="sc-ace17a57-0 ljypZA"><div class="sc-ace17a57-0 sc-3618c394-4 iNSltq iIhisP"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1686951380-articles.svg"/></div></div><div class="sc-ace17a57-0 guuHrd"><span font-weight="medium" display="flex" tabindex="-1" class="sc-b323b31-0 sc-3618c394-13 hHDluE dRVqCB">Articles</span></div></div></a></div><div width="max-content" class="sc-ace17a57-0 sc-3618c394-5 dMJoKC kjWGMU"><a rel="" target="" text-decoration="none" class="sc-e69ac761-0 cCnzAI sc-3618c394-10 jycipe" href="/learn?type=Podcast&page=1"><div class="sc-ace17a57-0 ljypZA"><div class="sc-ace17a57-0 sc-3618c394-4 iNSltq iIhisP"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1729269052-mic-icon-solid-white.svg"/></div></div><div class="sc-ace17a57-0 guuHrd"><span font-weight="medium" display="flex" tabindex="-1" class="sc-b323b31-0 sc-3618c394-13 hHDluE dRVqCB">Podcast</span></div></div></a></div><div width="max-content" class="sc-ace17a57-0 sc-3618c394-5 dMJoKC kjWGMU"><a rel="" target="" text-decoration="none" class="sc-e69ac761-0 cCnzAI sc-3618c394-10 jycipe" href="/learn"><div class="sc-ace17a57-0 ljypZA"><div class="sc-ace17a57-0 sc-3618c394-4 iNSltq iIhisP"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1728060578-books.svg"/></div></div><div class="sc-ace17a57-0 guuHrd"><span font-weight="medium" display="flex" tabindex="-1" class="sc-b323b31-0 sc-3618c394-13 hHDluE dRVqCB">Resource Hub</span></div></div></a></div><div width="max-content" class="sc-ace17a57-0 sc-3618c394-5 dMJoKC kjWGMU"><a rel="" target="" text-decoration="none" class="sc-e69ac761-0 cCnzAI sc-3618c394-10 jycipe" href="/ai-glossary"><div class="sc-ace17a57-0 ljypZA"><div class="sc-ace17a57-0 sc-3618c394-4 iNSltq iIhisP"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1700614421-glossary-icon.svg"/></div></div><div class="sc-ace17a57-0 guuHrd"><span font-weight="medium" display="flex" tabindex="-1" class="sc-b323b31-0 sc-3618c394-13 hHDluE dRVqCB">AI Glossary</span></div></div></a></div><div width="max-content" class="sc-ace17a57-0 sc-3618c394-5 dMJoKC kjWGMU"><a rel="" target="" text-decoration="none" class="sc-e69ac761-0 cCnzAI sc-3618c394-10 jycipe" href="/about"><div class="sc-ace17a57-0 ljypZA"><div class="sc-ace17a57-0 sc-3618c394-4 iNSltq iIhisP"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1728060599-speech-bubble.svg"/></div></div><div class="sc-ace17a57-0 guuHrd"><span font-weight="medium" display="flex" tabindex="-1" class="sc-b323b31-0 sc-3618c394-13 hHDluE dRVqCB">About</span></div></div></a></div><div width="max-content" class="sc-ace17a57-0 sc-3618c394-5 dMJoKC kjWGMU"><a rel="" target="" text-decoration="none" class="sc-e69ac761-0 cCnzAI sc-3618c394-10 jycipe" href="/careers"><div class="sc-ace17a57-0 ljypZA"><div class="sc-ace17a57-0 sc-3618c394-4 iNSltq iIhisP"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1728060617-careers.svg"/></div></div><div class="sc-ace17a57-0 guuHrd"><span font-weight="medium" display="flex" tabindex="-1" class="sc-b323b31-0 sc-3618c394-13 hHDluE dRVqCB">Careers</span></div></div></a></div></div></div></div><div class="sc-ace17a57-0 bcBFEg"><a rel="" target="" class="sc-e69ac761-0 bkHGsI sc-3618c394-11 cTfqJK" href="/ai-apps"><div class="sc-ace17a57-0 ldePaW"><div width="28px" height="28px" class="sc-6293d692-0 sc-3618c394-1 ipShUF kXFUqt"><div class="sc-ace17a57-0 sc-5f7d928-0 fvbMGK image-wrapper" width="100%" height="100%"><img alt="AI Apps" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="sc-3618c394-8 jzJMzZ" style="color:transparent;object-fit:cover" src="https://www.datocms-assets.com/96965/1728060670-grid.svg"/></div></div><span font-size="textSm" class="sc-b323b31-0 sc-3618c394-15 fmcyDO gpxdfo">AI Apps</span></div></a><a href="https://www.aiminds.com/subscribe" rel="noreferrer noopener" target="_blank" class="sc-e69ac761-0 bkHGsI sc-3618c394-11 cTfqJK"><div class="sc-ace17a57-0 ldePaW"><div width="28px" height="28px" class="sc-6293d692-0 sc-3618c394-1 ipShUF kXFUqt"><div class="sc-ace17a57-0 sc-5f7d928-0 fvbMGK image-wrapper" width="100%" height="100%"><img alt="AI Minds" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="sc-3618c394-8 jzJMzZ" style="color:transparent;object-fit:cover" src="https://www.datocms-assets.com/96965/1728570215-ai-minds-icon-green-duotone.svg"/></div></div><span font-size="textSm" class="sc-b323b31-0 sc-3618c394-15 fmcyDO gpxdfo">AI Minds</span></div></a><a rel="" target="" class="sc-e69ac761-0 bkHGsI sc-3618c394-11 cTfqJK" href="/ai-voice-generator"><div class="sc-ace17a57-0 ldePaW"><div width="28px" height="28px" class="sc-6293d692-0 sc-3618c394-1 ipShUF kXFUqt"><div class="sc-ace17a57-0 sc-5f7d928-0 fvbMGK image-wrapper" width="100%" height="100%"><img alt="AI Voice Generator" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="sc-3618c394-8 jzJMzZ" style="color:transparent;object-fit:cover" src="https://www.datocms-assets.com/96965/1728060689-podcast.svg"/></div></div><span font-size="textSm" class="sc-b323b31-0 sc-3618c394-15 fmcyDO gpxdfo">AI Voice Generator</span></div></a><a rel="" target="" class="sc-e69ac761-0 bkHGsI sc-3618c394-11 cTfqJK" href="/free-transcription"><div class="sc-ace17a57-0 ldePaW"><div width="28px" height="28px" class="sc-6293d692-0 sc-3618c394-1 ipShUF kXFUqt"><div class="sc-ace17a57-0 sc-5f7d928-0 fvbMGK image-wrapper" width="100%" height="100%"><img alt="Transcription Tool" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="sc-3618c394-8 jzJMzZ" style="color:transparent;object-fit:cover" src="https://www.datocms-assets.com/96965/1728060712-transcription.svg"/></div></div><span font-size="textSm" class="sc-b323b31-0 sc-3618c394-15 fmcyDO gpxdfo">Transcription Tool</span></div></a></div></div></div></div></div></li><li height="fit-content" width="100%" tabindex="0" class="sc-6293d692-0 hEIHLV"><div width="100%" class="sc-ace17a57-0 gbwWMz"><div height="fit-content" width="100%" class="sc-ace17a57-0 caCSrG"><span font-size="textXl" font-weight="medium" display="block" cursor="pointer" width="100%" class="sc-b323b31-0 kzoxAi">Developers</span><div transform="rotateX(0deg)" class="sc-ace17a57-0 fxtsZN"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 448 512" color="#A9A9AD" style="color:#A9A9AD" height="12" width="12" xmlns="http://www.w3.org/2000/svg"><path d="M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z"></path></svg></div></div></div><div pointer-events="none" class="sc-6293d692-0 sc-610ba7e0-0 fqJJID gkvAJG"><div class="sc-ace17a57-0 iIvmda"><div class="sc-ace17a57-0 fXUJvn"><div class="sc-ace17a57-0 jbARwL"><div class="sc-ace17a57-0 exshrD"><div class="sc-ace17a57-0 eTCxuy"><div class="sc-ace17a57-0 ldsYPN"><div width="max-content" class="sc-ace17a57-0 sc-3618c394-5 dMJoKC kjWGMU"><a href="https://developers.deepgram.com/documentation/" rel="noreferrer noopener" target="_blank" text-decoration="none" class="sc-e69ac761-0 cCnzAI sc-3618c394-10 jycipe"><div class="sc-ace17a57-0 ljypZA"><div class="sc-ace17a57-0 sc-3618c394-4 iNSltq iIhisP"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1728060846-documentation.svg"/></div></div><div class="sc-ace17a57-0 guuHrd"><span font-weight="medium" display="flex" tabindex="-1" class="sc-b323b31-0 sc-3618c394-13 hHDluE dRVqCB">Documentation</span></div></div></a></div><div width="max-content" class="sc-ace17a57-0 sc-3618c394-5 dMJoKC kjWGMU"><a rel="" target="" text-decoration="none" class="sc-e69ac761-0 cCnzAI sc-3618c394-10 jycipe" href="/learn?type=Article&page=1&category=Tutorials"><div class="sc-ace17a57-0 ljypZA"><div class="sc-ace17a57-0 sc-3618c394-4 iNSltq iIhisP"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1728060860-tutorials.svg"/></div></div><div class="sc-ace17a57-0 guuHrd"><span font-weight="medium" display="flex" tabindex="-1" class="sc-b323b31-0 sc-3618c394-13 hHDluE dRVqCB">Tutorials</span></div></div></a></div><div width="max-content" class="sc-ace17a57-0 sc-3618c394-5 dMJoKC kjWGMU"><a href="https://status.deepgram.com/" rel="noreferrer noopener" target="_blank" text-decoration="none" class="sc-e69ac761-0 cCnzAI sc-3618c394-10 jycipe"><div class="sc-ace17a57-0 ljypZA"><div class="sc-ace17a57-0 sc-3618c394-4 iNSltq iIhisP"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1728060872-status.svg"/></div></div><div class="sc-ace17a57-0 guuHrd"><span font-weight="medium" display="flex" tabindex="-1" class="sc-b323b31-0 sc-3618c394-13 hHDluE dRVqCB">Status</span></div></div></a></div></div></div></div><div class="sc-ace17a57-0 exshrD"><div class="sc-ace17a57-0 eTCxuy"><div class="sc-ace17a57-0 ldsYPN"><div width="max-content" class="sc-ace17a57-0 sc-3618c394-5 dMJoKC kjWGMU"><a rel="" target="" text-decoration="none" class="sc-e69ac761-0 cCnzAI sc-3618c394-10 jycipe" href="/changelog"><div class="sc-ace17a57-0 ljypZA"><div class="sc-ace17a57-0 sc-3618c394-4 iNSltq iIhisP"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1728060899-changelog.svg"/></div></div><div class="sc-ace17a57-0 guuHrd"><span font-weight="medium" display="flex" tabindex="-1" class="sc-b323b31-0 sc-3618c394-13 hHDluE dRVqCB">Changelog</span></div></div></a></div><div width="max-content" class="sc-ace17a57-0 sc-3618c394-5 dMJoKC kjWGMU"><a href="https://developers.deepgram.com/on-prem/" rel="noreferrer noopener" target="_blank" text-decoration="none" class="sc-e69ac761-0 cCnzAI sc-3618c394-10 jycipe"><div class="sc-ace17a57-0 ljypZA"><div class="sc-ace17a57-0 sc-3618c394-4 iNSltq iIhisP"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1728060943-on-prem.svg"/></div></div><div class="sc-ace17a57-0 guuHrd"><span font-weight="medium" display="flex" tabindex="-1" class="sc-b323b31-0 sc-3618c394-13 hHDluE dRVqCB">Self-Hosted Deployment</span></div></div></a></div><div width="max-content" class="sc-ace17a57-0 sc-3618c394-5 dMJoKC kjWGMU"><a href="https://github.com/orgs/deepgram/discussions/categories/general-help" rel="noreferrer noopener" target="_blank" text-decoration="none" class="sc-e69ac761-0 cCnzAI sc-3618c394-10 jycipe"><div class="sc-ace17a57-0 ljypZA"><div class="sc-ace17a57-0 sc-3618c394-4 iNSltq iIhisP"><div class="sc-ace17a57-0 sc-5f7d928-0 iMdtXa kritbo image-wrapper" width="fit-content" height="fit-content"><img alt="" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" style="color:transparent;object-fit:contain" src="https://www.datocms-assets.com/96965/1728060960-question.svg"/></div></div><div class="sc-ace17a57-0 guuHrd"><span font-weight="medium" display="flex" tabindex="-1" class="sc-b323b31-0 sc-3618c394-13 hHDluE dRVqCB">Help</span></div></div></a></div></div></div></div><div class="sc-ace17a57-0 bcBFEg"><a href="https://playground.deepgram.com/" rel="noreferrer noopener" target="_blank" class="sc-e69ac761-0 bkHGsI sc-3618c394-11 dAEPVD"><div class="sc-ace17a57-0 ldePaW"><div width="28px" height="28px" class="sc-6293d692-0 sc-3618c394-1 ipShUF kXFUqt"><div class="sc-ace17a57-0 sc-5f7d928-0 fvbMGK image-wrapper" width="100%" height="100%"><img alt="Playground" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="sc-3618c394-8 jzJMzZ" style="color:transparent;object-fit:cover" src="https://www.datocms-assets.com/96965/1728061004-playground.svg"/></div></div><span font-size="textSm" class="sc-b323b31-0 sc-3618c394-15 fmcyDO eGLEvX">Playground</span></div></a><a href="https://community.deepgram.com/" rel="noreferrer noopener" target="_blank" class="sc-e69ac761-0 bkHGsI sc-3618c394-11 cTfqJK"><div class="sc-ace17a57-0 ldePaW"><div width="28px" height="28px" class="sc-6293d692-0 sc-3618c394-1 ipShUF kXFUqt"><div class="sc-ace17a57-0 sc-5f7d928-0 fvbMGK image-wrapper" width="100%" height="100%"><img alt="Community" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="sc-3618c394-8 jzJMzZ" style="color:transparent;object-fit:cover" src="https://www.datocms-assets.com/96965/1728061058-github.svg"/></div></div><span font-size="textSm" class="sc-b323b31-0 sc-3618c394-15 fmcyDO gpxdfo">Community</span></div></a></div></div></div></div></div></li><li height="fit-content" width="100%" class="sc-6293d692-0 hEIHLV"><div width="100%" class="sc-ace17a57-0 gbwWMz"><div height="fit-content" width="100%" class="sc-ace17a57-0 caCSrG"><a rel="" target="" font-size="textXl" font-weight="medium" display="block" cursor="pointer" width="100%" text-decoration="none" href="/enterprise" class="sc-e69ac761-0 cdgacq">Enterprise</a></div></div></li><li height="fit-content" width="100%" class="sc-6293d692-0 hEIHLV"><div width="100%" class="sc-ace17a57-0 gbwWMz"><div height="fit-content" width="100%" class="sc-ace17a57-0 caCSrG"><a rel="" target="" font-size="textXl" font-weight="medium" display="block" cursor="pointer" width="100%" text-decoration="none" href="/pricing" class="sc-e69ac761-0 cdgacq">Pricing</a></div></div></li></div><div class="sc-ace17a57-0 iKGCvS"><style data-emotion="css es23wo">.css-es23wo{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#9c27b0;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#ffffff;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-es23wo:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(156, 39, 176, 0.04);}@media (hover: none){.css-es23wo:hover{background-color:transparent;}}.css-es23wo.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-es23wo::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-es23wo:hover{color:#79AFFA;background-color:transparent;}.css-es23wo:focus-visible{color:#ffffff;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-es23wo.Mui-disabled{color:#ffffff;opacity:0.2;}</style><style data-emotion="css 1vy4m6x">.css-1vy4m6x{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#9c27b0;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#ffffff;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-1vy4m6x::-moz-focus-inner{border-style:none;}.css-1vy4m6x.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-1vy4m6x{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-1vy4m6x:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(156, 39, 176, 0.04);}@media (hover: none){.css-1vy4m6x:hover{background-color:transparent;}}.css-1vy4m6x.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-1vy4m6x::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-1vy4m6x:hover{color:#79AFFA;background-color:transparent;}.css-1vy4m6x:focus-visible{color:#ffffff;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-1vy4m6x.Mui-disabled{color:#ffffff;opacity:0.2;}</style><a class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textSecondary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorSecondary MuiButton-root MuiButton-text MuiButton-textSecondary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorSecondary sc-d74559df-0 cIekQB sc-84b76e46-0 sc-f5e67a3c-0 jroYld css-1vy4m6x" tabindex="0" type="button" href="https://console.deepgram.com/" target="_self" id="108492178" __typename="ComponentCallToActionRecord"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex"><span>Log In</span></span></a><style data-emotion="css 134mfhg">.css-134mfhg{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 16px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;box-shadow:0px 3px 1px -2px rgba(0,0,0,0.2),0px 2px 2px 0px rgba(0,0,0,0.14),0px 1px 5px 0px rgba(0,0,0,0.12);min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;background:#0B0B0C;color:#ffffff;border:1px solid #ffffff;}.css-134mfhg:hover{-webkit-text-decoration:none;text-decoration:none;box-shadow:0px 2px 4px -1px rgba(0,0,0,0.2),0px 4px 5px 0px rgba(0,0,0,0.14),0px 1px 10px 0px rgba(0,0,0,0.12);}.css-134mfhg:active{box-shadow:0px 5px 5px -3px rgba(0,0,0,0.2),0px 8px 10px 1px rgba(0,0,0,0.14),0px 3px 14px 2px rgba(0,0,0,0.12);}.css-134mfhg.Mui-focusVisible{box-shadow:0px 3px 5px -1px rgba(0,0,0,0.2),0px 6px 10px 0px rgba(0,0,0,0.14),0px 1px 18px 0px rgba(0,0,0,0.12);}.css-134mfhg.Mui-disabled{color:rgba(0, 0, 0, 0.26);box-shadow:none;background-color:rgba(0, 0, 0, 0.12);}.css-134mfhg::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-134mfhg::before{background:linear-gradient(to right, #A9A9AD, #FBFBFF, #A9A9AD, #FBFBFF);-webkit-background-size:300% 100%;background-size:300% 100%;}.css-134mfhg:hover{color:#0B0B0C;box-shadow:0px 1px 2px rgba(38, 44, 52, 0.05);background:#0B0B0C;}.css-134mfhg:hover::before{opacity:1;-webkit-background-position:100% 0;background-position:100% 0;}.css-134mfhg:focus{background:#0B0B0C;border-color:#ffffff;box-shadow:0px 1px 2px rgba(16, 24, 40, 0.05),0px 0px 0px 2px #687EF7;}.css-134mfhg.Mui-disabled{background:#2C2C33;border-color:transparent;color:#A9A9AD;}</style><style data-emotion="css aaf570">.css-aaf570{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 16px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;box-shadow:0px 3px 1px -2px rgba(0,0,0,0.2),0px 2px 2px 0px rgba(0,0,0,0.14),0px 1px 5px 0px rgba(0,0,0,0.12);min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;background:#0B0B0C;color:#ffffff;border:1px solid #ffffff;}.css-aaf570::-moz-focus-inner{border-style:none;}.css-aaf570.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-aaf570{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-aaf570:hover{-webkit-text-decoration:none;text-decoration:none;box-shadow:0px 2px 4px -1px rgba(0,0,0,0.2),0px 4px 5px 0px rgba(0,0,0,0.14),0px 1px 10px 0px rgba(0,0,0,0.12);}.css-aaf570:active{box-shadow:0px 5px 5px -3px rgba(0,0,0,0.2),0px 8px 10px 1px rgba(0,0,0,0.14),0px 3px 14px 2px rgba(0,0,0,0.12);}.css-aaf570.Mui-focusVisible{box-shadow:0px 3px 5px -1px rgba(0,0,0,0.2),0px 6px 10px 0px rgba(0,0,0,0.14),0px 1px 18px 0px rgba(0,0,0,0.12);}.css-aaf570.Mui-disabled{color:rgba(0, 0, 0, 0.26);box-shadow:none;background-color:rgba(0, 0, 0, 0.12);}.css-aaf570::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-aaf570::before{background:linear-gradient(to right, #A9A9AD, #FBFBFF, #A9A9AD, #FBFBFF);-webkit-background-size:300% 100%;background-size:300% 100%;}.css-aaf570:hover{color:#0B0B0C;box-shadow:0px 1px 2px rgba(38, 44, 52, 0.05);background:#0B0B0C;}.css-aaf570:hover::before{opacity:1;-webkit-background-position:100% 0;background-position:100% 0;}.css-aaf570:focus{background:#0B0B0C;border-color:#ffffff;box-shadow:0px 1px 2px rgba(16, 24, 40, 0.05),0px 0px 0px 2px #687EF7;}.css-aaf570.Mui-disabled{background:#2C2C33;border-color:transparent;color:#A9A9AD;}</style><a class="MuiButtonBase-root MuiButton-root MuiButton-contained MuiButton-containedBlack MuiButton-sizeMedium MuiButton-containedSizeMedium MuiButton-colorBlack MuiButton-root MuiButton-contained MuiButton-containedBlack MuiButton-sizeMedium MuiButton-containedSizeMedium MuiButton-colorBlack sc-d74559df-0 cIekQB sc-84b76e46-0 etnILU sc-f5e67a3c-0 jroYeL css-aaf570" tabindex="0" type="button" id="T-CCS94ZQ2CRFyuYD-Kv-Q" __typename="ComponentCallToActionRecord" href="/contact-us"><span class="sc-b323b31-0 fcPowg button-label" display="inline-flex"><span>Get a Demo</span></span></a><style data-emotion="css 40xoaf">.css-40xoaf{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 16px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:rgba(0, 0, 0, 0.87);background-color:#00E062;box-shadow:0px 3px 1px -2px rgba(0,0,0,0.2),0px 2px 2px 0px rgba(0,0,0,0.14),0px 1px 5px 0px rgba(0,0,0,0.12);min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;background-color:#ffffff;color:#0B0B0C;border:1px solid #ffffff;}.css-40xoaf:hover{-webkit-text-decoration:none;text-decoration:none;background-color:#00BB49;box-shadow:0px 2px 4px -1px rgba(0,0,0,0.2),0px 4px 5px 0px rgba(0,0,0,0.14),0px 1px 10px 0px rgba(0,0,0,0.12);}@media (hover: none){.css-40xoaf:hover{background-color:#00E062;}}.css-40xoaf:active{box-shadow:0px 5px 5px -3px rgba(0,0,0,0.2),0px 8px 10px 1px rgba(0,0,0,0.14),0px 3px 14px 2px rgba(0,0,0,0.12);}.css-40xoaf.Mui-focusVisible{box-shadow:0px 3px 5px -1px rgba(0,0,0,0.2),0px 6px 10px 0px rgba(0,0,0,0.14),0px 1px 18px 0px rgba(0,0,0,0.12);}.css-40xoaf.Mui-disabled{color:rgba(0, 0, 0, 0.26);box-shadow:none;background-color:rgba(0, 0, 0, 0.12);}.css-40xoaf::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-40xoaf::before{background:linear-gradient(to right, #008fc1, #00f099, #008fc1, #00f099);-webkit-background-size:300% 100%;background-size:300% 100%;}.css-40xoaf:hover{color:#0B0B0C;box-shadow:0px 1px 2px rgba(38, 44, 52, 0.05);background:#ffffff;}.css-40xoaf:hover::before{opacity:1;-webkit-background-position:100% 0;background-position:100% 0;}.css-40xoaf:focus{background:#ffffff;box-shadow:0px 1px 2px rgba(16, 24, 40, 0.05),0px 0px 0px 2px #687EF7;border-color:#ffffff;}.css-40xoaf.Mui-disabled{background:#2C2C33;color:#A9A9AD;}</style><style data-emotion="css ubnyan">.css-ubnyan{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 16px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:rgba(0, 0, 0, 0.87);background-color:#00E062;box-shadow:0px 3px 1px -2px rgba(0,0,0,0.2),0px 2px 2px 0px rgba(0,0,0,0.14),0px 1px 5px 0px rgba(0,0,0,0.12);min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;background-color:#ffffff;color:#0B0B0C;border:1px solid #ffffff;}.css-ubnyan::-moz-focus-inner{border-style:none;}.css-ubnyan.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ubnyan{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ubnyan:hover{-webkit-text-decoration:none;text-decoration:none;background-color:#00BB49;box-shadow:0px 2px 4px -1px rgba(0,0,0,0.2),0px 4px 5px 0px rgba(0,0,0,0.14),0px 1px 10px 0px rgba(0,0,0,0.12);}@media (hover: none){.css-ubnyan:hover{background-color:#00E062;}}.css-ubnyan:active{box-shadow:0px 5px 5px -3px rgba(0,0,0,0.2),0px 8px 10px 1px rgba(0,0,0,0.14),0px 3px 14px 2px rgba(0,0,0,0.12);}.css-ubnyan.Mui-focusVisible{box-shadow:0px 3px 5px -1px rgba(0,0,0,0.2),0px 6px 10px 0px rgba(0,0,0,0.14),0px 1px 18px 0px rgba(0,0,0,0.12);}.css-ubnyan.Mui-disabled{color:rgba(0, 0, 0, 0.26);box-shadow:none;background-color:rgba(0, 0, 0, 0.12);}.css-ubnyan::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ubnyan::before{background:linear-gradient(to right, #008fc1, #00f099, #008fc1, #00f099);-webkit-background-size:300% 100%;background-size:300% 100%;}.css-ubnyan:hover{color:#0B0B0C;box-shadow:0px 1px 2px rgba(38, 44, 52, 0.05);background:#ffffff;}.css-ubnyan:hover::before{opacity:1;-webkit-background-position:100% 0;background-position:100% 0;}.css-ubnyan:focus{background:#ffffff;box-shadow:0px 1px 2px rgba(16, 24, 40, 0.05),0px 0px 0px 2px #687EF7;border-color:#ffffff;}.css-ubnyan.Mui-disabled{background:#2C2C33;color:#A9A9AD;}</style><a class="MuiButtonBase-root MuiButton-root MuiButton-contained MuiButton-containedPrimary MuiButton-sizeMedium MuiButton-containedSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-contained MuiButton-containedPrimary MuiButton-sizeMedium MuiButton-containedSizeMedium MuiButton-colorPrimary sc-d74559df-0 cIekQB sc-84b76e46-0 etnILU sc-f5e67a3c-0 jroYeL css-ubnyan" tabindex="0" type="button" href="https://console.deepgram.com/signup" target="_self" id="108492199" __typename="ComponentCallToActionRecord"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex"><span>Sign Up</span></span></a></div></ul></div></div></div><div display="none" id="nav-overlay" height="0" class="sc-ace17a57-0 jUgQHG"></div></div></nav></div></header><section id="" width="100%" class="sc-ace17a57-0 sc-b22001da-2 iLVWKa eAcnIZ"><div width="100%" class="sc-6293d692-0 chAbBM"><div class="sc-ace17a57-0 doHfou"><a rel="" target="" href="/ai-glossary" class="sc-e69ac761-0 fobbYG"><h2 font-size="displayLg" font-family="primaryFont" class="sc-4555ca6a-0 htUWGk">AI Glossary</h2></a></div></div></section><section id="" width="100%" class="sc-ace17a57-0 sc-b22001da-2 hMGZHr dJJSTR"><div width="100%" class="sc-6293d692-0 chAbBM"><div height="100%" width="100%" class="sc-6293d692-0 gKLLRj"><div height="100%" width="100%" class="sc-662dedcb-0 qCkfD"><div class="sc-6293d692-0 csGpzP"><div class="sc-ace17a57-0 hhtFqm glossary-content-wrapper"><div class="sc-ace17a57-0 btkfVN"><div class="sc-ace17a57-0 sc-a48d0877-0 dJCIVv zIKHU"><h1 font-size="displaySm" letter-spacing="neg2" font-weight="semiBold" font-family="primaryFont" class="sc-b323b31-0 JYZsj">Confidence Intervals in Machine Learning</h1><div class="sc-ace17a57-0 fJkbQy"><p font-family="bodyFont" class="sc-5159831f-0 GBftN">This article delves deep into the world of confidence intervals within the machine learning landscape. </p></div></div></div><div class="sc-ace17a57-0 sc-4e888a2-0 hfDdWp cifBqP"><p class="sc-5159831f-0">Have you ever wondered how machine learning models make predictions with such precision, yet we're advised to take these predictions with a grain of uncertainty? In the realm of machine learning, confidence intervals emerge as a beacon of reliability, guiding practitioners through the fog of predictive analytics. A staggering fact: despite the rapid advancements in machine learning methodologies, the interpretation of model outputs often remains a daunting challenge for many. Understanding confidence intervals in machine learning not only demystifies this aspect but also empowers users to gauge the reliability and stability of their models effectively.</p><p class="sc-5159831f-0">This article delves deep into the world of confidence intervals within the machine learning landscape. You'll gain a foundational understanding of what confidence intervals are and why they're paramount for quantifying the uncertainty of predictions or parameter estimations in machine learning models. From the practical insights shared by Sebastian Raschka to the critical importance of these intervals in evaluating model performance, this piece covers it all. Expect to uncover how confidence intervals provide a statistical basis for making informed decisions, especially when it comes to interpreting the performance of machine learning models in real-world scenarios.</p><p class="sc-5159831f-0">Are you ready to navigate through the intricacies of confidence intervals and unlock new levels of confidence in your machine learning endeavors? Let's explore how these statistical techniques not only quantify uncertainty but also illuminate the path to more reliable and generalizable machine learning models.</p><h2 id="what-are-confidence-intervals-in-machine-learning" class="sc-4555ca6a-0 sc-42818e5a-3 kIEulY ipqlKg">What are confidence intervals in machine learning</h2><p class="sc-5159831f-0">In the vast expanse of machine learning, confidence intervals stand out as statistical techniques crucial for determining the reliability of an estimate. But what exactly are confidence intervals, and how do they apply to machine learning? Let's break it down:</p><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Confidence intervals</span> provide a range within which we expect the true value of a parameter to lie, with a certain level of confidence, typically 95%. This means that if we were to repeat our study multiple times, 95% of the confidence intervals calculated from those studies would contain the true parameter value.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">They play a pivotal role in <span font-weight="bold" class="sc-b323b31-0 caUwZV">quantifying the uncertainty</span> of a prediction or parameter estimation in machine learning models. This quantification is vital for practitioners to assess the stability and reliability of their models.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">A practical explanation on creating confidence intervals around an estimated value in classifiers can be found in <span font-weight="bold" class="sc-b323b31-0 caUwZV">Sebastian Raschka's blog</span>. Raschka's insights shed light on the methodology and importance of incorporating confidence intervals in machine learning workflows.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Understanding confidence intervals</span> is essential for evaluating the generalizability of a machine learning model to new, unseen data. This insight is invaluable, especially in scenarios where decisions are based on predictions or estimations derived from machine learning models.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">The significance of confidence intervals extends beyond mere statistical measures; they offer insights into the stability and reliability of machine learning models. This enables practitioners to make informed decisions and interpretations regarding the performance of their models.</p></li></li></ul><p class="sc-5159831f-0">In essence, confidence intervals serve as a critical tool in the arsenal of machine learning practitioners, providing a statistical foundation to the often uncertain task of model prediction and parameter estimation.</p><p class="sc-5159831f-0"><div width="100%" class="sc-ace17a57-0 ldWHw component-img-wrapper" id="Z5su9I_yQ16q7vzUlugSsg"><div class="sc-ace17a57-0 sc-5f7d928-0 iLvNR kritbo image-wrapper" width="fit-content" height="fit-content" display="flex"><img alt="" title="" loading="lazy" width="1472" height="950" decoding="async" data-nimg="1" class="sc-3ec8aa52-0 jTMTOn desktop-image" style="color:transparent;object-fit:contain;background-size:contain;background-position:50% 50%;background-repeat:no-repeat;background-image:url("data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 1472 950'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3CfeColorMatrix values='1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 100 -1' result='s'/%3E%3CfeFlood x='0' y='0' width='100%25' height='100%25'/%3E%3CfeComposite operator='out' in='s'/%3E%3CfeComposite in2='SourceGraphic'/%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage width='100%25' height='100%25' x='0' y='0' preserveAspectRatio='none' style='filter: url(%23b);' href='/deepgram.jpg'/%3E%3C/svg%3E")" sizes="(min-width: 992px) 810px, 100vw" srcSet="/_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718528956-screen-shot-2024-06-16-at-2-09-13-am.png&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718528956-screen-shot-2024-06-16-at-2-09-13-am.png&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718528956-screen-shot-2024-06-16-at-2-09-13-am.png&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718528956-screen-shot-2024-06-16-at-2-09-13-am.png&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718528956-screen-shot-2024-06-16-at-2-09-13-am.png&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718528956-screen-shot-2024-06-16-at-2-09-13-am.png&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718528956-screen-shot-2024-06-16-at-2-09-13-am.png&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718528956-screen-shot-2024-06-16-at-2-09-13-am.png&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718528956-screen-shot-2024-06-16-at-2-09-13-am.png&w=3840&q=75"/></div><div font-size="textSm" font-style="italic" class="sc-6293d692-0 jgEMAk"></div></div></p><h2 id="calculating-confidence-intervals-in-machine-learning" class="sc-4555ca6a-0 sc-42818e5a-3 kIEulY ipqlKg">Calculating Confidence Intervals in Machine Learning</h2><p class="sc-5159831f-0">The calculation of confidence intervals in machine learning is a nuanced process that blends statistical theory with computational techniques. This section explores the methodologies and mathematical foundations that underpin the calculation of confidence intervals, offering insights into their practical application in machine learning scenarios.</p><h3 id="general-formula-for-calculating-confidence-intervals" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg">General Formula for Calculating Confidence Intervals</h3><p class="sc-5159831f-0">The cornerstone of calculating confidence intervals involves a few key components:</p><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Estimated Parameter</span>: This could be any statistic, such as the mean or median, derived from your dataset.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Critical Value</span>: Depending on the confidence level chosen, this value (z-score or t-score) quantifies the degree to which the estimated parameter can vary from the true population parameter.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Standard Error of the Estimate</span>: This measures the dispersion of the sample mean from the population mean.</p></li></li></ul><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">The Formula</span>: Confidence Interval = Estimated Parameter ± (Critical Value * Standard Error)</p><p class="sc-5159831f-0">This formula underpins the creation of confidence intervals across various statistical and machine learning applications, serving as a fundamental tool for quantifying uncertainty.</p><h3 id="bootstrap-method-for-confidence-intervals" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg">Bootstrap Method for Confidence Intervals</h3><p class="sc-5159831f-0">The bootstrap method, as elaborated on GeeksforGeeks, offers a powerful, non-parametric approach to estimating confidence intervals:</p><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Resampling</span>: This involves randomly selecting observations from the dataset, with replacement, to create multiple samples.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Estimation</span>: For each resampled dataset, calculate the statistic of interest.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Confidence Interval Calculation</span>: Determine the distribution of the estimated statistics and then calculate the desired confidence interval.</p></li></li></ul><p class="sc-5159831f-0">This method is particularly useful in situations where the theoretical distribution of the statistic is unknown or difficult to determine.</p><h3 id="crossvalidation-techniques-for-model-stability" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg">Cross-Validation Techniques for Model Stability</h3><p class="sc-5159831f-0">Cross-validation plays a crucial role in assessing model stability and calculating confidence intervals for model accuracy. Insights from Junjie Zhang's 2019 research highlight how cross-validation can be instrumental:</p><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Model Evaluation</span>: By partitioning the dataset into training and testing sets, cross-validation allows for the evaluation of model performance across multiple subsets of data.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Confidence Interval Estimation</span>: Through repeated sampling and testing, confidence intervals for model accuracy can be derived, offering insights into the model's generalizability and stability.</p></li></li></ul><h3 id="prediction-intervals-vs-confidence-intervals" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg">Prediction Intervals vs. Confidence Intervals</h3><p class="sc-5159831f-0">While closely related, prediction intervals and confidence intervals cater to different aspects of uncertainty:</p><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Prediction Intervals</span>: Focus on the uncertainty surrounding individual predictions made by the model.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Confidence Intervals</span>: Aim to quantify the uncertainty around an estimated parameter of the population from which the dataset was sampled.</p></li></li></ul><p class="sc-5159831f-0">Understanding the distinction between these two concepts is crucial for accurate interpretation of model outputs.</p><h3 id="utilizing-statistical-software-and-programming-languages" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg">Utilizing Statistical Software and Programming Languages</h3><p class="sc-5159831f-0">Python emerges as a leading tool for calculating confidence intervals, with various libraries and online resources enhancing its capability:</p><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Statistical Libraries</span>: Libraries such as <span font-family="secondaryFont" class="sc-b323b31-0 sc-42818e5a-4 hqcSqI jpHeYz">SciPy</span> and <span font-family="secondaryFont" class="sc-b323b31-0 sc-42818e5a-4 hqcSqI jpHeYz">StatsModels</span> provide built-in functions for calculating confidence intervals efficiently.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Custom Implementation</span>: For more complex models or unique requirements, Python allows for the custom implementation of confidence interval calculations.</p></li></li></ul><p class="sc-5159831f-0">Leveraging these tools streamlines the process of quantifying uncertainty in machine learning models.</p><h3 id="the-impact-of-confidence-level-choices" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg">The Impact of Confidence Level Choices</h3><p class="sc-5159831f-0">The choice of confidence level (e.g., 95% or 99%) significantly influences the width of the confidence interval:</p><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Higher Confidence Level</span>: Results in a wider confidence interval, indicating greater uncertainty.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Lower Confidence Level</span>: Leads to a narrower confidence interval, suggesting more precision but potentially overlooking the true parameter value.</p></li></li></ul><p class="sc-5159831f-0">Selecting the appropriate confidence level hinges on the specific context and requirements of the machine learning task at hand, balancing the trade-off between precision and reliability.</p><p class="sc-5159831f-0">By weaving together these methodologies and considerations, machine learning practitioners can effectively calculate confidence intervals, thereby shedding light on the reliability and generalizability of their models. This foundational understanding not only enhances model evaluation but also reinforces decision-making processes in the ever-evolving landscape of machine learning.</p><p class="sc-5159831f-0"><div width="100%" class="sc-ace17a57-0 ldWHw component-img-wrapper" id="IbSwv5QJQCyBYp86KUZZnA"><div class="sc-ace17a57-0 sc-5f7d928-0 iLvNR kritbo image-wrapper" width="fit-content" height="fit-content" display="flex"><img alt="" title="" loading="lazy" width="1502" height="886" decoding="async" data-nimg="1" class="sc-3ec8aa52-0 jTMTOn desktop-image" style="color:transparent;object-fit:contain;background-size:contain;background-position:50% 50%;background-repeat:no-repeat;background-image:url("data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 1502 886'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3CfeColorMatrix values='1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 100 -1' result='s'/%3E%3CfeFlood x='0' y='0' width='100%25' height='100%25'/%3E%3CfeComposite operator='out' in='s'/%3E%3CfeComposite in2='SourceGraphic'/%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage width='100%25' height='100%25' x='0' y='0' preserveAspectRatio='none' style='filter: url(%23b);' href='/deepgram.jpg'/%3E%3C/svg%3E")" sizes="(min-width: 992px) 810px, 100vw" srcSet="/_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718529161-screen-shot-2024-06-16-at-2-12-39-am.png&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718529161-screen-shot-2024-06-16-at-2-12-39-am.png&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718529161-screen-shot-2024-06-16-at-2-12-39-am.png&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718529161-screen-shot-2024-06-16-at-2-12-39-am.png&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718529161-screen-shot-2024-06-16-at-2-12-39-am.png&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718529161-screen-shot-2024-06-16-at-2-12-39-am.png&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718529161-screen-shot-2024-06-16-at-2-12-39-am.png&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718529161-screen-shot-2024-06-16-at-2-12-39-am.png&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718529161-screen-shot-2024-06-16-at-2-12-39-am.png&w=3840&q=75"/></div><div font-size="textSm" font-style="italic" class="sc-6293d692-0 jgEMAk"></div></div></p><h2 id="methods-for-creating-confidence-intervals-in-machine-learning" class="sc-4555ca6a-0 sc-42818e5a-3 kIEulY ipqlKg">Methods for Creating Confidence Intervals in Machine Learning</h2><p class="sc-5159831f-0">In the realm of machine learning, the creation of confidence intervals is paramount for interpreting the reliability and precision of model predictions and estimates. Various methods, each with its own set of assumptions and implementations, facilitate this process. By delving into the analytical, empirical, and Bayesian methods, as well as the role of simulation studies, this section elucidates the multifaceted approaches to generating confidence intervals in machine learning applications.</p><h3 id="analytical-method" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg">Analytical Method</h3><p class="sc-5159831f-0">The analytical method for creating confidence intervals hinges on certain assumptions about the distribution of the estimator. Key points include:</p><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Assumption of Normality</span>: This method typically assumes that the estimator follows a normal distribution, a presumption that holds true in many practical scenarios due to the Central Limit Theorem.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Well-understood Estimator Distribution</span>: It is most effective when the distribution of the estimator and its variance are well-characterized and can be analytically described.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Application</span>: Commonly applied in scenarios where the mathematical properties of the estimator are clearly defined, such as mean or variance estimations from large sample sizes.</p></li></li></ul><p class="sc-5159831f-0">This method's strength lies in its straightforward applicability and the theoretical backing it provides, offering clear, mathematically derived confidence intervals under well-defined conditions.</p><h3 id="empirical-method" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg">Empirical Method</h3><p class="sc-5159831f-0">The empirical method, notably the bootstrap technique, offers a flexible approach to estimating confidence intervals without stringent distributional assumptions:</p><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Resampling with Replacement</span>: By creating numerous resampled datasets from the original data and calculating the statistic of interest, the bootstrap method builds an empirical distribution of the estimator.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Distribution Agnostic</span>: This technique does not assume a specific underlying distribution, making it highly adaptable to various types of data and models.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Small Sample Sizes</span>: Particularly beneficial for complex estimators or when dealing with small datasets where traditional analytical methods may falter.</p></li></li></ul><p class="sc-5159831f-0">Reference to the bootstrap confidence interval technique showcases its practical utility in machine learning, highlighting its capacity to handle the uncertainty of predictions in a data-driven manner.</p><h3 id="bayesian-method" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg">Bayesian Method</h3><p class="sc-5159831f-0">Incorporating prior knowledge and beliefs, the Bayesian method for confidence intervals introduces a probabilistic interpretation to the estimation process:</p><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Prior Information</span>: By integrating prior knowledge about the parameters through a prior distribution, this method refines the estimation process based on observed data.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Probabilistic Interpretation</span>: Offers a Bayesian credible interval, which provides a probabilistic range within which the true parameter value is expected to lie, given the observed data.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Flexibility</span>: This approach allows for the incorporation of new evidence, updating the confidence (credible) intervals as more data become available.</p></li></li></ul><p class="sc-5159831f-0">The Bayesian method exemplifies the fusion of prior knowledge with empirical data, offering a nuanced approach to quantifying uncertainty in machine learning models.</p><h3 id="role-of-simulation-studies" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg">Role of Simulation Studies</h3><p class="sc-5159831f-0">Simulation studies play a crucial role in understanding the behavior of confidence intervals under various model assumptions and data scenarios:</p><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Model Assumptions</span>: By simulating data under controlled conditions, researchers can assess how well confidence intervals perform under different model assumptions.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Data Scenarios</span>: Simulation enables the exploration of confidence interval behavior in diverse data conditions, including skewed distributions, outliers, or correlated variables.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Insights and Validation</span>: These studies provide valuable insights into the robustness and reliability of confidence interval methods, guiding the choice of appropriate techniques for specific machine learning problems.</p></li></li></ul><h3 id="software-packages-and-libraries" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg">Software Packages and Libraries</h3><p class="sc-5159831f-0">The implementation of these methods is facilitated by various software packages and libraries in Python and R, catering to the needs of the machine learning community:</p><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Python Libraries</span>: Tools like <span font-family="secondaryFont" class="sc-b323b31-0 sc-42818e5a-4 hqcSqI jpHeYz">SciPy</span> for analytical methods, <span font-family="secondaryFont" class="sc-b323b31-0 sc-42818e5a-4 hqcSqI jpHeYz">bootstrapped</span> for the bootstrap technique, and <span font-family="secondaryFont" class="sc-b323b31-0 sc-42818e5a-4 hqcSqI jpHeYz">PyMC3</span> for Bayesian approaches enable efficient computation of confidence intervals.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">R Packages</span>: Similar capabilities are available in R, with packages such as <span font-family="secondaryFont" class="sc-b323b31-0 sc-42818e5a-4 hqcSqI jpHeYz">boot</span> for bootstrap intervals and <span font-family="secondaryFont" class="sc-b323b31-0 sc-42818e5a-4 hqcSqI jpHeYz">rstan</span> for Bayesian analysis, among others.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Examples from the Community</span>: Both Python and R are widely used in the machine learning community, with numerous examples and tutorials available to guide practitioners in applying these methods to real-world datasets.</p></li></li></ul><h3 id="tradeoffs" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg">Trade-offs</h3><p class="sc-5159831f-0">When choosing a method for creating confidence intervals in machine learning, several trade-offs must be considered:</p><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Computational Complexity</span>: Empirical and Bayesian methods, while powerful, can be computationally intensive, especially with large datasets or complex models.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Accuracy</span>: The precision of the confidence intervals can vary significantly between methods, influenced by the underlying assumptions and the nature of the data.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Interpretability</span>: The ease of interpreting and communicating the results of different methods can affect their suitability for certain applications or audiences.</p></li></li></ul><p class="sc-5159831f-0">By carefully navigating these trade-offs, machine learning practitioners can select the most appropriate method for creating confidence intervals, balancing computational demands with the need for accuracy and interpretability. Through the judicious application of analytical, empirical, and Bayesian methods, alongside insights from simulation studies, the field continues to advance our understanding of uncertainty quantification in machine learning models.</p><p class="sc-5159831f-0"><div width="100%" class="sc-ace17a57-0 ldWHw component-img-wrapper" id="FaceuzhAQRGLZjVVvAu5fQ"><div class="sc-ace17a57-0 sc-5f7d928-0 iLvNR kritbo image-wrapper" width="fit-content" height="fit-content" display="flex"><img alt="" title="" loading="lazy" width="1492" height="960" decoding="async" data-nimg="1" class="sc-3ec8aa52-0 jTMTOn desktop-image" style="color:transparent;object-fit:contain;background-size:contain;background-position:50% 50%;background-repeat:no-repeat;background-image:url("data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 1492 960'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3CfeColorMatrix values='1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 100 -1' result='s'/%3E%3CfeFlood x='0' y='0' width='100%25' height='100%25'/%3E%3CfeComposite operator='out' in='s'/%3E%3CfeComposite in2='SourceGraphic'/%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage width='100%25' height='100%25' x='0' y='0' preserveAspectRatio='none' style='filter: url(%23b);' href='/deepgram.jpg'/%3E%3C/svg%3E")" sizes="(min-width: 992px) 810px, 100vw" srcSet="/_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718529848-screen-shot-2024-06-16-at-2-24-03-am.png&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718529848-screen-shot-2024-06-16-at-2-24-03-am.png&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718529848-screen-shot-2024-06-16-at-2-24-03-am.png&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718529848-screen-shot-2024-06-16-at-2-24-03-am.png&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718529848-screen-shot-2024-06-16-at-2-24-03-am.png&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718529848-screen-shot-2024-06-16-at-2-24-03-am.png&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718529848-screen-shot-2024-06-16-at-2-24-03-am.png&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718529848-screen-shot-2024-06-16-at-2-24-03-am.png&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718529848-screen-shot-2024-06-16-at-2-24-03-am.png&w=3840&q=75"/></div><div font-size="textSm" font-style="italic" class="sc-6293d692-0 jgEMAk"></div></div></p><h2 id="applications-of-confidence-intervals-in-machine-learning" class="sc-4555ca6a-0 sc-42818e5a-3 kIEulY ipqlKg">Applications of Confidence Intervals in Machine Learning</h2><p class="sc-5159831f-0">Confidence intervals provide a statistical framework that is instrumental across various facets of machine learning. Their applications range from hypothesis testing and model comparison to domain-specific implementations and enhancing the communication of machine learning results. Understanding these applications underscores the value of confidence intervals in navigating the uncertainties inherent in machine learning predictions and estimations.</p><h3 id="hypothesis-testing-within-machine-learning" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg">Hypothesis Testing within Machine Learning</h3><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Assessing Model Improvements</span>: Confidence intervals are pivotal in determining whether changes in a model's performance are statistically significant or merely due to random fluctuations in the data.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Feature Importance</span>: By constructing confidence intervals around feature importance scores, machine learning practitioners can discern which features contribute meaningfully to the model's predictions.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Example</span>: In a study examining the accuracy of different classifiers, confidence intervals enabled researchers to assert with 95% certainty which classifiers performed significantly better than others.</p></li></li></ul><h3 id="model-comparison" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg">Model Comparison</h3><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Statistical Basis for Comparison</span>: Confidence intervals facilitate a rigorous statistical comparison between models, beyond mere point estimates of performance metrics.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Informed Decision-Making</span>: By quantifying the uncertainty around model performance metrics, stakeholders can make more informed choices about which model to deploy in production environments.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Case Study</span>: Research demonstrated that when comparing deep learning models to traditional machine learning models, confidence intervals around accuracy metrics provided insights into the reliability of model superiority claims.</p></li></li></ul><h3 id="domainspecific-applications" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg">Domain-Specific Applications</h3><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Personalized Medicine</span>: In the realm of personalized medicine, confidence intervals help quantify the uncertainty of predictions for individual patients, thereby guiding treatment decisions with a clearer understanding of risk.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Financial Forecasting</span>: Confidence intervals are employed to assess the reliability of financial forecasts, enabling businesses to plan with a degree of certainty about future economic conditions.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Environmental Modeling</span>: Predicting climate change impacts benefits from confidence intervals by providing a range within which predicted outcomes are likely to fall, thus aiding policy formulation.</p></li></li></ul><h3 id="deep-learning" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg">Deep Learning</h3><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Uncertainty in Predictions</span>: Deep learning models, known for their complexity, often yield predictions that are hard to interpret; confidence intervals introduce a measure of uncertainty into these predictions.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Improving Model Trustworthiness</span>: By quantifying the uncertainty of predictions from neural networks, machine learning engineers can evaluate the robustness of their models in a transparent manner.</p></li></li></ul><h3 id="communicating-results-to-nontechnical-stakeholders" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg">Communicating Results to Non-Technical Stakeholders</h3><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Enhancing Transparency</span>: Confidence intervals offer a straightforward way to communicate the reliability of machine learning findings to stakeholders without requiring deep statistical knowledge.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Building Trust</span>: By presenting machine learning results within the framework of confidence intervals, practitioners can foster trust among users and stakeholders by openly acknowledging the limits of model predictions.</p></li></li></ul><h3 id="research-and-case-studies" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg">Research and Case Studies</h3><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Academic Research</span>: Studies exploring the efficacy of bootstrap confidence intervals in machine learning have shown how these intervals can adapt to the complexity of model estimations, providing accurate and robust measures of uncertainty.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Industry Applications</span>: In sectors ranging from healthcare to finance, case studies have documented the role of confidence intervals in validating the performance of predictive models, ensuring that decisions are based on statistically sound foundations.</p></li></li></ul><p class="sc-5159831f-0">The applications of confidence intervals in machine learning are as varied as they are critical. From hypothesis testing and model comparison to their role in domain-specific applications and communication of results, confidence intervals serve as a cornerstone for rigorous, transparent, and informed decision-making in the field. Their ability to quantify the uncertainty of predictions and estimations not only enhances the reliability of machine learning models but also underpins the responsible deployment of AI technologies across industries.</p><p class="sc-5159831f-0"><div width="100%" class="sc-ace17a57-0 ldWHw component-img-wrapper" id="OcUPVLYOTdiOH90vXDPFbA"><div class="sc-ace17a57-0 sc-5f7d928-0 iLvNR kritbo image-wrapper" width="fit-content" height="fit-content" display="flex"><img alt="" title="" loading="lazy" width="1512" height="788" decoding="async" data-nimg="1" class="sc-3ec8aa52-0 jTMTOn desktop-image" style="color:transparent;object-fit:contain;background-size:contain;background-position:50% 50%;background-repeat:no-repeat;background-image:url("data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 1512 788'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3CfeColorMatrix values='1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 100 -1' result='s'/%3E%3CfeFlood x='0' y='0' width='100%25' height='100%25'/%3E%3CfeComposite operator='out' in='s'/%3E%3CfeComposite in2='SourceGraphic'/%3E%3CfeGaussianBlur stdDeviation='20'/%3E%3C/filter%3E%3Cimage width='100%25' height='100%25' x='0' y='0' preserveAspectRatio='none' style='filter: url(%23b);' href='/deepgram.jpg'/%3E%3C/svg%3E")" sizes="(min-width: 992px) 810px, 100vw" srcSet="/_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718528786-screen-shot-2024-06-16-at-2-06-22-am.png&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718528786-screen-shot-2024-06-16-at-2-06-22-am.png&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718528786-screen-shot-2024-06-16-at-2-06-22-am.png&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718528786-screen-shot-2024-06-16-at-2-06-22-am.png&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718528786-screen-shot-2024-06-16-at-2-06-22-am.png&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718528786-screen-shot-2024-06-16-at-2-06-22-am.png&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718528786-screen-shot-2024-06-16-at-2-06-22-am.png&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718528786-screen-shot-2024-06-16-at-2-06-22-am.png&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718528786-screen-shot-2024-06-16-at-2-06-22-am.png&w=3840&q=75"/></div><div font-size="textSm" font-style="italic" class="sc-6293d692-0 jgEMAk"></div></div></p></div></div></div><div height="100%" class="sc-6293d692-0 cqhOOc"><div width="100%" class="sc-ace17a57-0 bsQzxX"><div width="100%" class="sc-ace17a57-0 etKoXp"><div class="sc-ace17a57-0 dJCIVv"><a rel="" target="" title="AI Glossary Home" href="/ai-glossary" class="sc-e69ac761-0 eriglH"><div class="sc-ace17a57-0 ejPsAh"><span display="inline-flex" class="sc-b323b31-0 bZmEHx"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" fill="none" viewBox="0 0 24 24"><path stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M3 10.5651c0-.5744 0-.8616.074-1.126a2 2 0 0 1 .318-.6502c.1633-.2208.39-.3971.8434-.7498l6.7823-5.2751c.3513-.2732.527-.4099.721-.4624a1 1 0 0 1 .5226 0c.194.0525.3697.1891.721.4624l6.7823 5.2751c.4534.3527.6801.529.8434.7498.1446.1955.2524.4159.318.6502.074.2644.074.5516.074 1.126V17.8c0 1.1201 0 1.6801-.218 2.108a2 2 0 0 1-.874.874C19.4802 21 18.9201 21 17.8 21H6.2c-1.1201 0-1.6802 0-2.108-.218a2 2 0 0 1-.874-.874C3 19.4801 3 18.9201 3 17.8z"></path></svg></span><span font-size="textMd" class="sc-b323b31-0 gWWWKc">Back to Glossary Home</span></div></a><div class="sc-ace17a57-0 sc-8e7440ad-0 bgSXGu etTmcu"><style data-emotion="css i44wyl">.css-i44wyl{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;position:relative;min-width:0;padding:0;margin:0;border:0;vertical-align:top;}</style><div class="MuiFormControl-root MuiTextField-root sc-55bcd36-0 xEeaM css-i44wyl" width="100%" backgroundShorthand="rgba(255, 255, 255, 0.1)" border="1px solid" borderColor="gray-200" borderRadius="8px" overflowX="hidden" overflowY="hidden"><style data-emotion="css-global 1prfaxn">@-webkit-keyframes mui-auto-fill{from{display:block;}}@keyframes mui-auto-fill{from{display:block;}}@-webkit-keyframes mui-auto-fill-cancel{from{display:block;}}@keyframes mui-auto-fill-cancel{from{display:block;}}</style><style data-emotion="css 2oi8w2">.css-2oi8w2{font-family:var(--font-inter, sans-serif);font-size:1.125rem;line-height:1.4375em;font-weight:400;color:#101014;box-sizing:border-box;position:relative;cursor:text;display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;position:relative;background-color:rgba(0, 0, 0, 0.06);border-top-left-radius:4px;border-top-right-radius:4px;-webkit-transition:background-color 200ms cubic-bezier(0.0, 0, 0.2, 1) 0ms;transition:background-color 200ms cubic-bezier(0.0, 0, 0.2, 1) 0ms;padding-left:12px;padding-right:12px;min-width:320px;min-height:44px;border-radius:4px;height:44px;background-color:#101014;}.css-2oi8w2.Mui-disabled{color:rgba(0, 0, 0, 0.38);cursor:default;}.css-2oi8w2:hover{background-color:rgba(0, 0, 0, 0.09);}@media (hover: none){.css-2oi8w2:hover{background-color:rgba(0, 0, 0, 0.06);}}.css-2oi8w2.Mui-focused{background-color:rgba(0, 0, 0, 0.06);}.css-2oi8w2.Mui-disabled{background-color:rgba(0, 0, 0, 0.12);}.css-2oi8w2 .MuiInputBase-input{padding-top:8px;color:#ffffff;}.css-2oi8w2:hover{background-color:#2C2C33;}.css-2oi8w2.Mui-focused{background-color:#2C2C33;}.css-2oi8w2 .MuiInputAdornment-positionStart{margin-top:0!important;}</style><div class="MuiInputBase-root MuiFilledInput-root MuiInputBase-colorPrimary MuiInputBase-formControl MuiInputBase-adornedStart MuiInputBase-adornedEnd css-2oi8w2"><style data-emotion="css 1lhwiv6">.css-1lhwiv6{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;height:0.01em;max-height:2em;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;white-space:nowrap;color:rgba(0, 0, 0, 0.54);margin-right:8px;color:#A9A9AD;margin-top:0;margin-top:0px;}.css-1lhwiv6.MuiInputAdornment-positionStart.css-1lhwiv6:not(.MuiInputAdornment-hiddenLabel){margin-top:16px;}</style><div class="MuiInputAdornment-root MuiInputAdornment-positionStart MuiInputAdornment-filled MuiInputAdornment-sizeMedium css-1lhwiv6"><span class="notranslate"></span><span display="inline-flex" class="sc-b323b31-0 bZmEHx"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 24 24"><path stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="m21 21-3.4999-3.5M20 11.5c0 4.6944-3.8056 8.5-8.5 8.5S3 16.1944 3 11.5 6.8056 3 11.5 3 20 6.8056 20 11.5"></path></svg></span></div><style data-emotion="css xrtpts">.css-xrtpts{font:inherit;letter-spacing:inherit;color:currentColor;padding:4px 0 5px;border:0;box-sizing:content-box;background:none;height:1.4375em;margin:0;-webkit-tap-highlight-color:transparent;display:block;min-width:0;width:100%;-webkit-animation-name:mui-auto-fill-cancel;animation-name:mui-auto-fill-cancel;-webkit-animation-duration:10ms;animation-duration:10ms;padding-top:25px;padding-right:0;padding-bottom:8px;padding-left:0;}.css-xrtpts::-webkit-input-placeholder{color:currentColor;opacity:0.42;-webkit-transition:opacity 200ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:opacity 200ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;}.css-xrtpts::-moz-placeholder{color:currentColor;opacity:0.42;-webkit-transition:opacity 200ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:opacity 200ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;}.css-xrtpts:-ms-input-placeholder{color:currentColor;opacity:0.42;-webkit-transition:opacity 200ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:opacity 200ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;}.css-xrtpts::-ms-input-placeholder{color:currentColor;opacity:0.42;-webkit-transition:opacity 200ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:opacity 200ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;}.css-xrtpts:focus{outline:0;}.css-xrtpts:invalid{box-shadow:none;}.css-xrtpts::-webkit-search-decoration{-webkit-appearance:none;}label[data-shrink=false]+.MuiInputBase-formControl .css-xrtpts::-webkit-input-placeholder{opacity:0!important;}label[data-shrink=false]+.MuiInputBase-formControl .css-xrtpts::-moz-placeholder{opacity:0!important;}label[data-shrink=false]+.MuiInputBase-formControl .css-xrtpts:-ms-input-placeholder{opacity:0!important;}label[data-shrink=false]+.MuiInputBase-formControl .css-xrtpts::-ms-input-placeholder{opacity:0!important;}label[data-shrink=false]+.MuiInputBase-formControl .css-xrtpts:focus::-webkit-input-placeholder{opacity:0.42;}label[data-shrink=false]+.MuiInputBase-formControl .css-xrtpts:focus::-moz-placeholder{opacity:0.42;}label[data-shrink=false]+.MuiInputBase-formControl .css-xrtpts:focus:-ms-input-placeholder{opacity:0.42;}label[data-shrink=false]+.MuiInputBase-formControl .css-xrtpts:focus::-ms-input-placeholder{opacity:0.42;}.css-xrtpts.Mui-disabled{opacity:1;-webkit-text-fill-color:rgba(0, 0, 0, 0.38);}.css-xrtpts:-webkit-autofill{-webkit-animation-duration:5000s;animation-duration:5000s;-webkit-animation-name:mui-auto-fill;animation-name:mui-auto-fill;}.css-xrtpts:-webkit-autofill{border-top-left-radius:inherit;border-top-right-radius:inherit;}</style><input aria-invalid="false" id=":R1jb5m:" name="search" placeholder="Search glossary..." type="text" class="MuiInputBase-input MuiFilledInput-input MuiInputBase-inputAdornedStart MuiInputBase-inputAdornedEnd css-xrtpts" value=""/><style data-emotion="css 1mpx2bd">.css-1mpx2bd{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;height:0.01em;max-height:2em;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;white-space:nowrap;color:rgba(0, 0, 0, 0.54);margin-right:8px;color:#A9A9AD;margin-top:0;}</style><div class="MuiInputAdornment-root MuiInputAdornment-positionStart MuiInputAdornment-outlined MuiInputAdornment-sizeMedium sc-55bcd36-2 ccmWmA css-1mpx2bd"><span class="notranslate"></span></div></div></div><div id="search-results" display="none" width="100%" class="sc-ace17a57-0 fVRrfC"><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/gradient-clipping" class="sc-e69ac761-0 kmKRMV">Gradient Clipping</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/generative-adversarial-networks" class="sc-e69ac761-0 kmKRMV">Generative Adversarial Networks (GANs)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/rule-based-ai" class="sc-e69ac761-0 kmKRMV">Rule-Based AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-assistants" class="sc-e69ac761-0 kmKRMV">AI Assistants</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-voice-agents" class="sc-e69ac761-0 kmKRMV">AI Voice Agents</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/activation-functions" class="sc-e69ac761-0 kmKRMV">Activation Functions</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/dall-e" class="sc-e69ac761-0 kmKRMV">Dall-E</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/prompt-engineering" class="sc-e69ac761-0 kmKRMV">Prompt Engineering</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/text-to-speech-models" class="sc-e69ac761-0 kmKRMV">Text-to-Speech Models</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-agents" class="sc-e69ac761-0 kmKRMV">AI Agents</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/hyperparameters" class="sc-e69ac761-0 kmKRMV">Hyperparameters</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-and-education" class="sc-e69ac761-0 kmKRMV">AI and Education</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-and-medicine" class="sc-e69ac761-0 kmKRMV">AI and Medicine</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/chess-bots" class="sc-e69ac761-0 kmKRMV">Chess bots</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/midjourney-image-generation" class="sc-e69ac761-0 kmKRMV">Midjourney (Image Generation)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/distilbert" class="sc-e69ac761-0 kmKRMV">DistilBERT</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/mistral" class="sc-e69ac761-0 kmKRMV">Mistral</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/xlnet" class="sc-e69ac761-0 kmKRMV">XLNet</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/benchmarking" class="sc-e69ac761-0 kmKRMV">Benchmarking</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/llama-2" class="sc-e69ac761-0 kmKRMV">Llama 2</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/sentiment-analysis" class="sc-e69ac761-0 kmKRMV">Sentiment Analysis</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/llm-collection" class="sc-e69ac761-0 kmKRMV">LLM Collection</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/chatgpt" class="sc-e69ac761-0 kmKRMV">ChatGPT</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/mixture-of-experts" class="sc-e69ac761-0 kmKRMV">Mixture of Experts</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/latent-dirichlet-allocation" class="sc-e69ac761-0 kmKRMV">Latent Dirichlet Allocation (LDA)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/roberta" class="sc-e69ac761-0 kmKRMV">RoBERTa</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/rlhf" class="sc-e69ac761-0 kmKRMV">RLHF</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/multimodal-ai" class="sc-e69ac761-0 kmKRMV">Multimodal AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/transformers" class="sc-e69ac761-0 kmKRMV">Transformers</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/winnow-algorithm" class="sc-e69ac761-0 kmKRMV">Winnow Algorithm</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/k-shingles" class="sc-e69ac761-0 kmKRMV">k-Shingles</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/flajolet-martin-algorithm" class="sc-e69ac761-0 kmKRMV">Flajolet-Martin Algorithm</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/batch-gradient-descent" class="sc-e69ac761-0 kmKRMV">Batch Gradient Descent</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/cure-algorithm" class="sc-e69ac761-0 kmKRMV">CURE Algorithm</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/online-gradient-descent" class="sc-e69ac761-0 kmKRMV">Online Gradient Descent</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/zero-shot-classification-models" class="sc-e69ac761-0 kmKRMV">Zero-shot Classification Models</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/curse-of-dimensionality" class="sc-e69ac761-0 kmKRMV">Curse of Dimensionality</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/backpropagation" class="sc-e69ac761-0 kmKRMV">Backpropagation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/dimensionality-reduction" class="sc-e69ac761-0 kmKRMV">Dimensionality Reduction</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/multimodal-learning" class="sc-e69ac761-0 kmKRMV">Multimodal Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/gaussian-processes" class="sc-e69ac761-0 kmKRMV">Gaussian Processes</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-voice-transfer" class="sc-e69ac761-0 kmKRMV">AI Voice Transfer</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/gated-recurrent-unit" class="sc-e69ac761-0 kmKRMV">Gated Recurrent Unit</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/prompt-chaining" class="sc-e69ac761-0 kmKRMV">Prompt Chaining</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/approximate-dynamic-programming" class="sc-e69ac761-0 kmKRMV">Approximate Dynamic Programming</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/adversarial-machine-learning" class="sc-e69ac761-0 kmKRMV">Adversarial Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/bayesian-machine-learning" class="sc-e69ac761-0 kmKRMV">Bayesian Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/deep-reinforcement-learning" class="sc-e69ac761-0 kmKRMV">Deep Reinforcement Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/speech-to-text-models" class="sc-e69ac761-0 kmKRMV">Speech-to-text models</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/grounding" class="sc-e69ac761-0 kmKRMV">Grounding</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/feedforward-neural-network" class="sc-e69ac761-0 kmKRMV">Feedforward Neural Network</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/bert" class="sc-e69ac761-0 kmKRMV">BERT</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/gradient-boosting-machines" class="sc-e69ac761-0 kmKRMV">Gradient Boosting Machines (GBMs)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/retrieval-augmented-generation" class="sc-e69ac761-0 kmKRMV">Retrieval-Augmented Generation (RAG)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/perceptron" class="sc-e69ac761-0 kmKRMV">Perceptron</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/overfitting-underfitting" class="sc-e69ac761-0 kmKRMV">Overfitting and Underfitting</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning" class="sc-e69ac761-0 kmKRMV">Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/large-language-model" class="sc-e69ac761-0 kmKRMV">Large Language Model (LLM)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/graphics-processing-unit-gpu" class="sc-e69ac761-0 kmKRMV">Graphics Processing Unit (GPU)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/diffusion-model" class="sc-e69ac761-0 kmKRMV">Diffusion Models</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/classification" class="sc-e69ac761-0 kmKRMV">Classification</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/tensor-processing-unit-tpu" class="sc-e69ac761-0 kmKRMV">Tensor Processing Unit (TPU)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/natural-language-processing" class="sc-e69ac761-0 kmKRMV">Natural Language Processing (NLP)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/google-bard" class="sc-e69ac761-0 kmKRMV">Google's Bard</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/openai-whisper" class="sc-e69ac761-0 kmKRMV">OpenAI Whisper</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/sequence-modeling" class="sc-e69ac761-0 kmKRMV">Sequence Modeling</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/precision-and-recall" class="sc-e69ac761-0 kmKRMV">Precision and Recall</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/semantic-kernel" class="sc-e69ac761-0 kmKRMV">Semantic Kernel</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/fine-tuning-deep-learning" class="sc-e69ac761-0 kmKRMV">Fine Tuning in Deep Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/gradient-scaling" class="sc-e69ac761-0 kmKRMV">Gradient Scaling</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/alphago-zero" class="sc-e69ac761-0 kmKRMV">AlphaGo Zero</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/cognitive-map" class="sc-e69ac761-0 kmKRMV">Cognitive Map</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/keyphrase-extraction" class="sc-e69ac761-0 kmKRMV">Keyphrase Extraction</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/multimodal-aI-models-and-modalities" class="sc-e69ac761-0 kmKRMV">Multimodal AI Models and Modalities</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/hidden-markov-models" class="sc-e69ac761-0 kmKRMV">Hidden Markov Models (HMMs)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-hardware" class="sc-e69ac761-0 kmKRMV">AI Hardware</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/deep-learning" class="sc-e69ac761-0 kmKRMV">Deep Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/natural-language-generation" class="sc-e69ac761-0 kmKRMV">Natural Language Generation (NLG)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/natural-language-understanding" class="sc-e69ac761-0 kmKRMV">Natural Language Understanding (NLU)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/tokenization" class="sc-e69ac761-0 kmKRMV">Tokenization</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/word-embeddings" class="sc-e69ac761-0 kmKRMV">Word Embeddings</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-and-finance" class="sc-e69ac761-0 kmKRMV">AI and Finance</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/alphago" class="sc-e69ac761-0 kmKRMV">AlphaGo</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-recommendation-algorithms" class="sc-e69ac761-0 kmKRMV">AI Recommendation Algorithms</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/binary-classification-ai" class="sc-e69ac761-0 kmKRMV">Binary Classification AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-generated-music" class="sc-e69ac761-0 kmKRMV">AI Generated Music</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/neuralink" class="sc-e69ac761-0 kmKRMV">Neuralink</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-video-generation" class="sc-e69ac761-0 kmKRMV">AI Video Generation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/openai-sora" class="sc-e69ac761-0 kmKRMV">OpenAI Sora</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/hooke-jeeves-algorithm" class="sc-e69ac761-0 kmKRMV">Hooke-Jeeves Algorithm</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/mamba" class="sc-e69ac761-0 kmKRMV">Mamba</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/central-processing-unit-cpu" class="sc-e69ac761-0 kmKRMV">Central Processing Unit (CPU)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/generative-ai" class="sc-e69ac761-0 kmKRMV">Generative AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/representation-learning" class="sc-e69ac761-0 kmKRMV">Representation Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-in-customer-service" class="sc-e69ac761-0 kmKRMV">AI in Customer Service</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/conditional-variational-autoencoders" class="sc-e69ac761-0 kmKRMV">Conditional Variational Autoencoders</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/conversational-ai" class="sc-e69ac761-0 kmKRMV">Conversational AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/packages-glossary" class="sc-e69ac761-0 kmKRMV">Packages</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/models" class="sc-e69ac761-0 kmKRMV">Models</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/fundamentals" class="sc-e69ac761-0 kmKRMV">Fundamentals</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/datasets" class="sc-e69ac761-0 kmKRMV">Datasets</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/techniques" class="sc-e69ac761-0 kmKRMV">Techniques</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-lifecycle-management" class="sc-e69ac761-0 kmKRMV">AI Lifecycle Management</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-literacy" class="sc-e69ac761-0 kmKRMV">AI Literacy</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-monitoring" class="sc-e69ac761-0 kmKRMV">AI Monitoring</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-oversight" class="sc-e69ac761-0 kmKRMV">AI Oversight</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-privacy" class="sc-e69ac761-0 kmKRMV">AI Privacy</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-prototyping" class="sc-e69ac761-0 kmKRMV">AI Prototyping</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-regulation" class="sc-e69ac761-0 kmKRMV">AI Regulation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-resilience" class="sc-e69ac761-0 kmKRMV">AI Resilience</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning-bias" class="sc-e69ac761-0 kmKRMV">Machine Learning Bias</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning-life-cycle-management" class="sc-e69ac761-0 kmKRMV">Machine Learning Life Cycle Management</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-translation" class="sc-e69ac761-0 kmKRMV">Machine Translation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/mlops" class="sc-e69ac761-0 kmKRMV">MLOps</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/monte-carlo-learning" class="sc-e69ac761-0 kmKRMV">Monte Carlo Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/multi-task-learning" class="sc-e69ac761-0 kmKRMV">Multi-task Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/naive-bayes-classifier" class="sc-e69ac761-0 kmKRMV">Naive Bayes Classifier</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning-neuron" class="sc-e69ac761-0 kmKRMV">Machine Learning Neuron</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/pooling-machine-learning" class="sc-e69ac761-0 kmKRMV">Pooling (Machine Learning)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/principal-component-analysis" class="sc-e69ac761-0 kmKRMV">Principal Component Analysis</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning-preprocessing" class="sc-e69ac761-0 kmKRMV">Machine Learning Preprocessing</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/rectified-linear-unit-relu" class="sc-e69ac761-0 kmKRMV">Rectified Linear Unit (ReLU)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/reproducibility-machine-learning" class="sc-e69ac761-0 kmKRMV">Reproducibility in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/restricted-boltzmann-machines" class="sc-e69ac761-0 kmKRMV">Restricted Boltzmann Machines</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/semi-supervised-learning" class="sc-e69ac761-0 kmKRMV">Semi-Supervised Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/supervised-learning" class="sc-e69ac761-0 kmKRMV">Supervised Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/support-vector-machines-svm" class="sc-e69ac761-0 kmKRMV">Support Vector Machines (SVM)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/topic-modeling" class="sc-e69ac761-0 kmKRMV">Topic Modeling</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/uncertainty-machine-learning" class="sc-e69ac761-0 kmKRMV">Uncertainty in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/vanishing-and-exploding-gradients" class="sc-e69ac761-0 kmKRMV">Vanishing and Exploding Gradients</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-interpretability" class="sc-e69ac761-0 kmKRMV">AI Interpretability</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/data-labeling" class="sc-e69ac761-0 kmKRMV">Data Labeling</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/inference-engine" class="sc-e69ac761-0 kmKRMV">Inference Engine</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/probabilistic-models-in-machine-learning" class="sc-e69ac761-0 kmKRMV">Probabilistic Models in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/f1-score-machine-learning" class="sc-e69ac761-0 kmKRMV">F1 Score in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/expectation-maximization" class="sc-e69ac761-0 kmKRMV">Expectation Maximization</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/beam-search-algorithm" class="sc-e69ac761-0 kmKRMV">Beam Search Algorithm</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/embedding-layer" class="sc-e69ac761-0 kmKRMV">Embedding Layer</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/differential-privacy" class="sc-e69ac761-0 kmKRMV">Differential Privacy</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/data-poisoning" class="sc-e69ac761-0 kmKRMV">Data Poisoning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/causal-inference" class="sc-e69ac761-0 kmKRMV">Causal Inference</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/capsule-neural-network" class="sc-e69ac761-0 kmKRMV">Capsule Neural Network</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/attention-mechanisms" class="sc-e69ac761-0 kmKRMV">Attention Mechanisms</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/domain-adaptation" class="sc-e69ac761-0 kmKRMV">Domain Adaptation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/evolutionary-algorithms" class="sc-e69ac761-0 kmKRMV">Evolutionary Algorithms</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/contrastive-learning" class="sc-e69ac761-0 kmKRMV">Contrastive Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/explainable-ai" class="sc-e69ac761-0 kmKRMV">Explainable AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/affective-ai" class="sc-e69ac761-0 kmKRMV">Affective AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/semantic-networks" class="sc-e69ac761-0 kmKRMV">Semantic Networks</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/data-augmentation" class="sc-e69ac761-0 kmKRMV">Data Augmentation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/convolutional-neural-networks" class="sc-e69ac761-0 kmKRMV">Convolutional Neural Networks</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/cognitive-computing" class="sc-e69ac761-0 kmKRMV">Cognitive Computing</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/end-to-end-learning" class="sc-e69ac761-0 kmKRMV">End-to-end Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/prompt-tuning" class="sc-e69ac761-0 kmKRMV">Prompt Tuning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/double-descent" class="sc-e69ac761-0 kmKRMV">Double Descent</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/model-drift" class="sc-e69ac761-0 kmKRMV">Model Drift</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/neural-radiance-fields" class="sc-e69ac761-0 kmKRMV">Neural Radiance Fields</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/regularization" class="sc-e69ac761-0 kmKRMV">Regularization</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/natural-language-querying" class="sc-e69ac761-0 kmKRMV">Natural Language Querying (NLQ)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/foundation-models" class="sc-e69ac761-0 kmKRMV">Foundation Models</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/forward-propagation" class="sc-e69ac761-0 kmKRMV">Forward Propagation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/f2-score" class="sc-e69ac761-0 kmKRMV">F2 Score</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-ethics" class="sc-e69ac761-0 kmKRMV">AI Ethics</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/transfer-learning" class="sc-e69ac761-0 kmKRMV">Transfer Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-alignment" class="sc-e69ac761-0 kmKRMV">AI Alignment</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/whisper-v3" class="sc-e69ac761-0 kmKRMV">Whisper v3</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/whisper-v2" class="sc-e69ac761-0 kmKRMV">Whisper v2</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/semi-structured-data" class="sc-e69ac761-0 kmKRMV">Semi-structured data</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-hallucinations" class="sc-e69ac761-0 kmKRMV">AI Hallucinations</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/emergent-behavior" class="sc-e69ac761-0 kmKRMV">Emergent Behavior</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/matplotlib" class="sc-e69ac761-0 kmKRMV">Matplotlib</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/numpy" class="sc-e69ac761-0 kmKRMV">NumPy</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/scikit-learn" class="sc-e69ac761-0 kmKRMV">Scikit-learn</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/scipy" class="sc-e69ac761-0 kmKRMV">SciPy</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/keras" class="sc-e69ac761-0 kmKRMV">Keras</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/tensorflow" class="sc-e69ac761-0 kmKRMV">TensorFlow</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/seaborn-python-package" class="sc-e69ac761-0 kmKRMV">Seaborn Python Package</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/pytorch" class="sc-e69ac761-0 kmKRMV">PyTorch</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/natural-language-toolkit-nltk" class="sc-e69ac761-0 kmKRMV">Natural Language Toolkit (NLTK)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/pandas" class="sc-e69ac761-0 kmKRMV">Pandas</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ego-4d" class="sc-e69ac761-0 kmKRMV">Ego 4D</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/the-pile" class="sc-e69ac761-0 kmKRMV">The Pile</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/common-crawl-datasets" class="sc-e69ac761-0 kmKRMV">Common Crawl Datasets</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/squad" class="sc-e69ac761-0 kmKRMV">SQuAD</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/intelligent-document-processing" class="sc-e69ac761-0 kmKRMV">Intelligent Document Processing</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/hyperparameter-tuning" class="sc-e69ac761-0 kmKRMV">Hyperparameter Tuning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/Markov-decision-process" class="sc-e69ac761-0 kmKRMV">Markov Decision Process</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/graph-neural-networks" class="sc-e69ac761-0 kmKRMV">Graph Neural Networks</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/neural-architecture-search" class="sc-e69ac761-0 kmKRMV">Neural Architecture Search</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ablation" class="sc-e69ac761-0 kmKRMV">Ablation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/knowledge-distillation" class="sc-e69ac761-0 kmKRMV">Knowledge Distillation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/model-interpretability" class="sc-e69ac761-0 kmKRMV">Model Interpretability</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/out-of-distribution-detection" class="sc-e69ac761-0 kmKRMV">Out-of-Distribution Detection</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/recurrent-neural-networks" class="sc-e69ac761-0 kmKRMV">Recurrent Neural Networks</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/active-learning" class="sc-e69ac761-0 kmKRMV">Active Learning (Machine Learning)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/imbalanced-data" class="sc-e69ac761-0 kmKRMV">Imbalanced Data</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/loss-function" class="sc-e69ac761-0 kmKRMV">Loss Function</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/unsupervised-learning" class="sc-e69ac761-0 kmKRMV">Unsupervised Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-and-big-data" class="sc-e69ac761-0 kmKRMV">AI and Big Data</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/adagrad" class="sc-e69ac761-0 kmKRMV">AdaGrad</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/clustering-algorithms" class="sc-e69ac761-0 kmKRMV">Clustering Algorithms</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/parametric-neural-networks%C2%A0" class="sc-e69ac761-0 kmKRMV">Parametric Neural Networks </a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/acoustic-models" class="sc-e69ac761-0 kmKRMV">Acoustic Models</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/articulatory-synthesis" class="sc-e69ac761-0 kmKRMV">Articulatory Synthesis</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/concatenative-synthesis" class="sc-e69ac761-0 kmKRMV">Concatenative Synthesis</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/grapheme-to-phoneme-conversion-g2p" class="sc-e69ac761-0 kmKRMV">Grapheme-to-Phoneme Conversion (G2P)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/homograph-disambiguation" class="sc-e69ac761-0 kmKRMV">Homograph Disambiguation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/neural-text-to-speech-ntts" class="sc-e69ac761-0 kmKRMV">Neural Text-to-Speech (NTTS)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/voice-cloning" class="sc-e69ac761-0 kmKRMV">Voice Cloning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/autoregressive-model" class="sc-e69ac761-0 kmKRMV">Autoregressive Model</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/candidate-sampling" class="sc-e69ac761-0 kmKRMV">Candidate Sampling</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning-algorithmic-trading" class="sc-e69ac761-0 kmKRMV">Machine Learning in Algorithmic Trading</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/computational-creativity" class="sc-e69ac761-0 kmKRMV">Computational Creativity</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/context-aware-computing" class="sc-e69ac761-0 kmKRMV">Context-Aware Computing</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-emotion-recognition" class="sc-e69ac761-0 kmKRMV">AI Emotion Recognition</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/knowledge-representation-and-reasoning" class="sc-e69ac761-0 kmKRMV">Knowledge Representation and Reasoning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/metacognitive-learning-models" class="sc-e69ac761-0 kmKRMV">Metacognitive Learning Models </a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/synthetic-data-for-ai-training" class="sc-e69ac761-0 kmKRMV">Synthetic Data for AI Training</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-speech-enhancement" class="sc-e69ac761-0 kmKRMV">AI Speech Enhancement</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/counterfactual-explanations-in-ai" class="sc-e69ac761-0 kmKRMV">Counterfactual Explanations in AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/eco-friendly-ai" class="sc-e69ac761-0 kmKRMV">Eco-friendly AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/feature-store-for-machine-learning" class="sc-e69ac761-0 kmKRMV">Feature Store for Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/generative-teaching-networks" class="sc-e69ac761-0 kmKRMV">Generative Teaching Networks</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/human-centered-ai" class="sc-e69ac761-0 kmKRMV">Human-centered AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/metaheuristic-algorithms" class="sc-e69ac761-0 kmKRMV">Metaheuristic Algorithms</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/statistical-relational-learning" class="sc-e69ac761-0 kmKRMV">Statistical Relational Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/cognitive-architectures" class="sc-e69ac761-0 kmKRMV">Cognitive Architectures</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/computational-phenotyping" class="sc-e69ac761-0 kmKRMV">Computational Phenotyping</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/continuous-learning-systems" class="sc-e69ac761-0 kmKRMV">Continuous Learning Systems</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/deepfake-detection" class="sc-e69ac761-0 kmKRMV">Deepfake Detection</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/one-shot-learning" class="sc-e69ac761-0 kmKRMV">One-Shot Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/quantum-machine-learning-algorithms" class="sc-e69ac761-0 kmKRMV">Quantum Machine Learning Algorithms</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/self-healing-ai" class="sc-e69ac761-0 kmKRMV">Self-healing AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/semantic-search-algorithms" class="sc-e69ac761-0 kmKRMV">Semantic Search Algorithms</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/artificial-super-intelligence" class="sc-e69ac761-0 kmKRMV">Artificial Super Intelligence</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-guardrails" class="sc-e69ac761-0 kmKRMV">AI Guardrails</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/limited-memory-ai" class="sc-e69ac761-0 kmKRMV">Limited Memory AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/chatbots" class="sc-e69ac761-0 kmKRMV">Chatbots</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/diffusion" class="sc-e69ac761-0 kmKRMV">Diffusion</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/hidden-layer" class="sc-e69ac761-0 kmKRMV">Hidden Layer</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/instruction-tuning" class="sc-e69ac761-0 kmKRMV">Instruction Tuning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/objective-function" class="sc-e69ac761-0 kmKRMV">Objective Function</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/pretraining" class="sc-e69ac761-0 kmKRMV">Pretraining</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/symbolic-ai" class="sc-e69ac761-0 kmKRMV">Symbolic AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/auto-classification" class="sc-e69ac761-0 kmKRMV">Auto Classification</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/composite-ai" class="sc-e69ac761-0 kmKRMV">Composite AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/computational-lingustics" class="sc-e69ac761-0 kmKRMV">Computational Linguistics</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/computational-semantics" class="sc-e69ac761-0 kmKRMV">Computational Semantics</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/data-drift" class="sc-e69ac761-0 kmKRMV">Data Drift</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/named-entity-recognition" class="sc-e69ac761-0 kmKRMV">Named Entity Recognition</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/few-shot-learning" class="sc-e69ac761-0 kmKRMV">Few Shot Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/multitask-prompt-tuning" class="sc-e69ac761-0 kmKRMV">Multitask Prompt Tuning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/part-of-speech-tagging" class="sc-e69ac761-0 kmKRMV">Part-of-Speech Tagging</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/random-forest" class="sc-e69ac761-0 kmKRMV">Random Forest</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/validation-data-set" class="sc-e69ac761-0 kmKRMV">Validation Data Set</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/test-data-set" class="sc-e69ac761-0 kmKRMV">Test Data Set</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/neural-style-transfer" class="sc-e69ac761-0 kmKRMV">Neural Style Transfer</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/incremental-learning" class="sc-e69ac761-0 kmKRMV">Incremental Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/bias-variance-tradeoff" class="sc-e69ac761-0 kmKRMV">Bias-Variance Tradeoff</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/multi-agent-systems" class="sc-e69ac761-0 kmKRMV">Multi-Agent Systems</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/neuroevolution" class="sc-e69ac761-0 kmKRMV">Neuroevolution</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/spike-neural-networks" class="sc-e69ac761-0 kmKRMV">Spike Neural Networks</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/federated-learning" class="sc-e69ac761-0 kmKRMV">Federated Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/human-in-the-loop-ai" class="sc-e69ac761-0 kmKRMV">Human-in-the-Loop AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/association-rule-learning" class="sc-e69ac761-0 kmKRMV">Association Rule Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/autoencoder" class="sc-e69ac761-0 kmKRMV">Autoencoder</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/collaborative-filtering" class="sc-e69ac761-0 kmKRMV">Collaborative Filtering</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/data-scarcity" class="sc-e69ac761-0 kmKRMV">Data Scarcity</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/decision-tree" class="sc-e69ac761-0 kmKRMV">Decision Tree</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ensemble-learning" class="sc-e69ac761-0 kmKRMV">Ensemble Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/entropy" class="sc-e69ac761-0 kmKRMV">Entropy in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/corpus" class="sc-e69ac761-0 kmKRMV">Corpus in NLP</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/confirmation-bias" class="sc-e69ac761-0 kmKRMV">Confirmation Bias in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/confidence-intervals" class="sc-e69ac761-0 iUnKGS">Confidence Intervals in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/cross-validation" class="sc-e69ac761-0 kmKRMV">Cross Validation in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/accuracy" class="sc-e69ac761-0 kmKRMV">Accuracy in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/clustering" class="sc-e69ac761-0 kmKRMV">Clustering in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/boosting" class="sc-e69ac761-0 kmKRMV">Boosting in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/epoch" class="sc-e69ac761-0 kmKRMV">Epoch in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/feature-learning" class="sc-e69ac761-0 kmKRMV">Feature Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/feature-selection" class="sc-e69ac761-0 kmKRMV">Feature Selection</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/genetic-algorithms" class="sc-e69ac761-0 kmKRMV">Genetic Algorithms in AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ground-truth" class="sc-e69ac761-0 kmKRMV">Ground Truth in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/hybrid-ai" class="sc-e69ac761-0 kmKRMV">Hybrid AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-detection" class="sc-e69ac761-0 kmKRMV">AI Detection</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/information-retrieval" class="sc-e69ac761-0 kmKRMV">Information Retrieval</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-robustness" class="sc-e69ac761-0 kmKRMV">AI Robustness</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-safety" class="sc-e69ac761-0 kmKRMV">AI Safety</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-scalability" class="sc-e69ac761-0 kmKRMV">AI Scalability</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-simulation" class="sc-e69ac761-0 kmKRMV">AI Simulation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-standards" class="sc-e69ac761-0 kmKRMV">AI Standards</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-steering" class="sc-e69ac761-0 kmKRMV">AI Steering</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-transparency" class="sc-e69ac761-0 kmKRMV">AI Transparency</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/augmented-intelligence" class="sc-e69ac761-0 kmKRMV">Augmented Intelligence</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/decision-intelligence" class="sc-e69ac761-0 kmKRMV">Decision Intelligence</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ethical-ai" class="sc-e69ac761-0 kmKRMV">Ethical AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/human-augmentation-with-ai" class="sc-e69ac761-0 kmKRMV">Human Augmentation with AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/image-recognition" class="sc-e69ac761-0 kmKRMV">Image Recognition</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/imagenet" class="sc-e69ac761-0 kmKRMV">ImageNet</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/inductive-bias" class="sc-e69ac761-0 kmKRMV">Inductive Bias</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/learning-rate" class="sc-e69ac761-0 kmKRMV">Learning Rate</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/learning-to-rank" class="sc-e69ac761-0 kmKRMV">Learning To Rank</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/logits" class="sc-e69ac761-0 kmKRMV">Logits</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/applications" class="sc-e69ac761-0 kmKRMV">Applications</a></div></div><ul display="none" class="sc-662dedcb-0 bnHyYY"><li class="sc-ace17a57-0 goWpow"><a rel="" target="" font-size="textLg" font-weight="medium" title="AI Glossary Home" href="/ai-glossary" class="sc-e69ac761-0 bKOSlQ"><span display="inline-flex" class="sc-b323b31-0 bZmEHx"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 24 24"><path stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M3 10.5651c0-.5744 0-.8616.074-1.126a2 2 0 0 1 .318-.6502c.1633-.2208.39-.3971.8434-.7498l6.7823-5.2751c.3513-.2732.527-.4099.721-.4624a1 1 0 0 1 .5226 0c.194.0525.3697.1891.721.4624l6.7823 5.2751c.4534.3527.6801.529.8434.7498.1446.1955.2524.4159.318.6502.074.2644.074.5516.074 1.126V17.8c0 1.1201 0 1.6801-.218 2.108a2 2 0 0 1-.874.874C19.4802 21 18.9201 21 17.8 21H6.2c-1.1201 0-1.6802 0-2.108-.218a2 2 0 0 1-.874-.874C3 19.4801 3 18.9201 3 17.8z"></path></svg></span></a></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 zDyKW css-ak4akz" tabindex="0" type="button" href="" target="_self" title="AI Glossary Categories"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">#</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">A</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">B</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 dTOZsF css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">C</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">D</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">E</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">F</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">G</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">H</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">I</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">K</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">L</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">M</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">N</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">O</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">P</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">Q</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">R</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">S</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">T</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">U</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">V</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">W</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">X</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">Z</span></button></li></ul></div><div class="sc-ace17a57-0 sc-8e7440ad-1 kpvNPn cxZbdr"><div data-letter="#" class="sc-ace17a57-0 hrNfIL"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 lnNnlT">AI Glossary Categories</span><ul display="none" class="sc-ace17a57-0 itDcJo"><button width="fit-content" cursor="pointer" height="32" class="sc-ace17a57-0 drAJUB"><span display="inline-flex" class="sc-b323b31-0 dKGACE"><svg width="14" height="14" fill="gray-200" stroke="gray-200"><use href="/svgs/icons-updated.svg#plus-icon=solid"></use></svg></span><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jBPWIy">Datasets</span></button><button width="fit-content" cursor="pointer" height="32" class="sc-ace17a57-0 drAJUB"><span display="inline-flex" class="sc-b323b31-0 dKGACE"><svg width="14" height="14" fill="gray-200" stroke="gray-200"><use href="/svgs/icons-updated.svg#plus-icon=solid"></use></svg></span><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jBPWIy">Fundamentals</span></button><button width="fit-content" cursor="pointer" height="32" class="sc-ace17a57-0 drAJUB"><span display="inline-flex" class="sc-b323b31-0 dKGACE"><svg width="14" height="14" fill="gray-200" stroke="gray-200"><use href="/svgs/icons-updated.svg#plus-icon=solid"></use></svg></span><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jBPWIy">Models</span></button><button width="fit-content" cursor="pointer" height="32" class="sc-ace17a57-0 drAJUB"><span display="inline-flex" class="sc-b323b31-0 dKGACE"><svg width="14" height="14" fill="gray-200" stroke="gray-200"><use href="/svgs/icons-updated.svg#plus-icon=solid"></use></svg></span><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jBPWIy">Packages</span></button><button width="fit-content" cursor="pointer" height="32" class="sc-ace17a57-0 drAJUB"><span display="inline-flex" class="sc-b323b31-0 dKGACE"><svg width="14" height="14" fill="gray-200" stroke="gray-200"><use href="/svgs/icons-updated.svg#plus-icon=solid"></use></svg></span><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jBPWIy">Techniques</span></button></ul><div class="sc-ace17a57-0 juchfq"><div width="100%" class="sc-ace17a57-0 bjeAPm"><label id="aria-label-" font-weight="medium" class="sc-b323b31-0 jOcNrR"></label><style data-emotion="css 1l7hvq4-container">.css-1l7hvq4-container{position:relative;box-sizing:border-box;min-width:100%;max-width:100%;opacity:1;}</style><div class=" css-1l7hvq4-container"><style data-emotion="css 7pg0cj-a11yText">.css-7pg0cj-a11yText{z-index:9999;border:0;clip:rect(1px, 1px, 1px, 1px);height:1px;width:1px;position:absolute;overflow:hidden;padding:0;white-space:nowrap;}</style><span id="react-select-20-live-region" class="css-7pg0cj-a11yText"></span><span aria-live="polite" aria-atomic="false" aria-relevant="additions text" role="log" class="css-7pg0cj-a11yText"></span><style data-emotion="css 2vgbxd-control">.css-2vgbxd-control{-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;cursor:default;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-box-flex-wrap:wrap;-webkit-flex-wrap:wrap;-ms-flex-wrap:wrap;flex-wrap:wrap;-webkit-box-pack:justify;-webkit-justify-content:space-between;justify-content:space-between;min-height:44px;outline:0!important;position:relative;-webkit-transition:all 100ms;transition:all 100ms;background-color:#101014;border-color:#4E4E52;border-radius:8px;border-style:solid;border-width:1px;box-shadow:0px 1px 2px rgba(38, 44, 52, 0.05);box-sizing:border-box;font-size:1rem;line-height:1.5rem;color:#101014;}.css-2vgbxd-control:hover{border-color:#CECED2;}</style><div class=" css-2vgbxd-control"><style data-emotion="css hlgwow">.css-hlgwow{-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;display:grid;-webkit-flex:1;-ms-flex:1;flex:1;-webkit-box-flex-wrap:wrap;-webkit-flex-wrap:wrap;-ms-flex-wrap:wrap;flex-wrap:wrap;-webkit-overflow-scrolling:touch;position:relative;overflow:hidden;padding:2px 8px;box-sizing:border-box;}</style><div class=" css-hlgwow"><style data-emotion="css 1c5acm8-placeholder">.css-1c5acm8-placeholder{grid-area:1/1/2/3;color:#E1E1E5;margin-left:2px;margin-right:2px;box-sizing:border-box;}</style><div class=" css-1c5acm8-placeholder" id="react-select-20-placeholder">Categories</div><style data-emotion="css 1hac4vs-dummyInput">.css-1hac4vs-dummyInput{background:0;border:0;caret-color:transparent;font-size:inherit;grid-area:1/1/2/3;outline:0;padding:0;width:1px;color:transparent;left:-100px;opacity:0;position:relative;-webkit-transform:scale(.01);-moz-transform:scale(.01);-ms-transform:scale(.01);transform:scale(.01);}</style><input id="react-select-20-input" tabindex="0" inputMode="none" aria-autocomplete="list" aria-expanded="false" aria-haspopup="true" aria-label="Dropdown" aria-labelledby="aria-label-" role="combobox" aria-activedescendant="" aria-readonly="true" aria-describedby="react-select-20-placeholder" class="css-1hac4vs-dummyInput" value=""/></div><style data-emotion="css 1wy0on6">.css-1wy0on6{-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-align-self:stretch;-ms-flex-item-align:stretch;align-self:stretch;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-shrink:0;-ms-flex-negative:0;flex-shrink:0;box-sizing:border-box;}</style><div class=" css-1wy0on6"><style data-emotion="css 1uei4ir-indicatorSeparator">.css-1uei4ir-indicatorSeparator{-webkit-align-self:stretch;-ms-flex-item-align:stretch;align-self:stretch;width:1px;background-color:hsl(0, 0%, 80%);margin-bottom:8px;margin-top:8px;box-sizing:border-box;display:none;}</style><span class=" css-1uei4ir-indicatorSeparator"></span><style data-emotion="css 1xc3v61-indicatorContainer">.css-1xc3v61-indicatorContainer{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-transition:color 150ms;transition:color 150ms;color:hsl(0, 0%, 80%);padding:8px;box-sizing:border-box;}.css-1xc3v61-indicatorContainer:hover{color:hsl(0, 0%, 60%);}</style><div class=" css-1xc3v61-indicatorContainer" aria-hidden="true"><style data-emotion="css 8mmkcg">.css-8mmkcg{display:inline-block;fill:currentColor;line-height:1;stroke:currentColor;stroke-width:0;}</style><svg height="20" width="20" viewBox="0 0 20 20" aria-hidden="true" focusable="false" class="css-8mmkcg"><path d="M4.516 7.548c0.436-0.446 1.043-0.481 1.576 0l3.908 3.747 3.908-3.747c0.533-0.481 1.141-0.446 1.574 0 0.436 0.445 0.408 1.197 0 1.615-0.406 0.418-4.695 4.502-4.695 4.502-0.217 0.223-0.502 0.335-0.787 0.335s-0.57-0.112-0.789-0.335c0 0-4.287-4.084-4.695-4.502s-0.436-1.17 0-1.615z"></path></svg></div></div></div></div></div></div></div><div class="sc-ace17a57-0 hrNfIL"><span display="none" font-size="textLg" font-weight="medium" class="sc-b323b31-0 hIsFvR">Alphabetical</span><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 eThfML">Alphabetical</span><div class="sc-ace17a57-0 juchfq"><div width="100%" class="sc-ace17a57-0 bjeAPm"><label id="aria-label-" font-weight="medium" class="sc-b323b31-0 jOcNrR"></label><style data-emotion="css 1l7hvq4-container">.css-1l7hvq4-container{position:relative;box-sizing:border-box;min-width:100%;max-width:100%;opacity:1;}</style><div class=" css-1l7hvq4-container"><style data-emotion="css 7pg0cj-a11yText">.css-7pg0cj-a11yText{z-index:9999;border:0;clip:rect(1px, 1px, 1px, 1px);height:1px;width:1px;position:absolute;overflow:hidden;padding:0;white-space:nowrap;}</style><span id="react-select-21-live-region" class="css-7pg0cj-a11yText"></span><span aria-live="polite" aria-atomic="false" aria-relevant="additions text" role="log" class="css-7pg0cj-a11yText"></span><style data-emotion="css 2vgbxd-control">.css-2vgbxd-control{-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;cursor:default;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-box-flex-wrap:wrap;-webkit-flex-wrap:wrap;-ms-flex-wrap:wrap;flex-wrap:wrap;-webkit-box-pack:justify;-webkit-justify-content:space-between;justify-content:space-between;min-height:44px;outline:0!important;position:relative;-webkit-transition:all 100ms;transition:all 100ms;background-color:#101014;border-color:#4E4E52;border-radius:8px;border-style:solid;border-width:1px;box-shadow:0px 1px 2px rgba(38, 44, 52, 0.05);box-sizing:border-box;font-size:1rem;line-height:1.5rem;color:#101014;}.css-2vgbxd-control:hover{border-color:#CECED2;}</style><div class=" css-2vgbxd-control"><style data-emotion="css hlgwow">.css-hlgwow{-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;display:grid;-webkit-flex:1;-ms-flex:1;flex:1;-webkit-box-flex-wrap:wrap;-webkit-flex-wrap:wrap;-ms-flex-wrap:wrap;flex-wrap:wrap;-webkit-overflow-scrolling:touch;position:relative;overflow:hidden;padding:2px 8px;box-sizing:border-box;}</style><div class=" css-hlgwow"><style data-emotion="css 1c5acm8-placeholder">.css-1c5acm8-placeholder{grid-area:1/1/2/3;color:#E1E1E5;margin-left:2px;margin-right:2px;box-sizing:border-box;}</style><div class=" css-1c5acm8-placeholder" id="react-select-21-placeholder">Alphabetical</div><style data-emotion="css 1hac4vs-dummyInput">.css-1hac4vs-dummyInput{background:0;border:0;caret-color:transparent;font-size:inherit;grid-area:1/1/2/3;outline:0;padding:0;width:1px;color:transparent;left:-100px;opacity:0;position:relative;-webkit-transform:scale(.01);-moz-transform:scale(.01);-ms-transform:scale(.01);transform:scale(.01);}</style><input id="react-select-21-input" tabindex="0" inputMode="none" aria-autocomplete="list" aria-expanded="false" aria-haspopup="true" aria-label="Dropdown" aria-labelledby="aria-label-" role="combobox" aria-activedescendant="" aria-readonly="true" aria-describedby="react-select-21-placeholder" class="css-1hac4vs-dummyInput" value=""/></div><style data-emotion="css 1wy0on6">.css-1wy0on6{-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-align-self:stretch;-ms-flex-item-align:stretch;align-self:stretch;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-shrink:0;-ms-flex-negative:0;flex-shrink:0;box-sizing:border-box;}</style><div class=" css-1wy0on6"><style data-emotion="css 1uei4ir-indicatorSeparator">.css-1uei4ir-indicatorSeparator{-webkit-align-self:stretch;-ms-flex-item-align:stretch;align-self:stretch;width:1px;background-color:hsl(0, 0%, 80%);margin-bottom:8px;margin-top:8px;box-sizing:border-box;display:none;}</style><span class=" css-1uei4ir-indicatorSeparator"></span><style data-emotion="css 1xc3v61-indicatorContainer">.css-1xc3v61-indicatorContainer{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-transition:color 150ms;transition:color 150ms;color:hsl(0, 0%, 80%);padding:8px;box-sizing:border-box;}.css-1xc3v61-indicatorContainer:hover{color:hsl(0, 0%, 60%);}</style><div class=" css-1xc3v61-indicatorContainer" aria-hidden="true"><style data-emotion="css 8mmkcg">.css-8mmkcg{display:inline-block;fill:currentColor;line-height:1;stroke:currentColor;stroke-width:0;}</style><svg height="20" width="20" viewBox="0 0 20 20" aria-hidden="true" focusable="false" class="css-8mmkcg"><path d="M4.516 7.548c0.436-0.446 1.043-0.481 1.576 0l3.908 3.747 3.908-3.747c0.533-0.481 1.141-0.446 1.574 0 0.436 0.445 0.408 1.197 0 1.615-0.406 0.418-4.695 4.502-4.695 4.502-0.217 0.223-0.502 0.335-0.787 0.335s-0.57-0.112-0.789-0.335c0 0-4.287-4.084-4.695-4.502s-0.436-1.17 0-1.615z"></path></svg></div></div></div></div></div></div><nav display="none" class="sc-ace17a57-0 eblIrO"><li data-letter="A" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">A</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-assistants" class="sc-e69ac761-0 dsCZKx">AI Assistants</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-voice-agents" class="sc-e69ac761-0 dsCZKx">AI Voice Agents</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/activation-functions" class="sc-e69ac761-0 dsCZKx">Activation Functions</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-agents" class="sc-e69ac761-0 dsCZKx">AI Agents</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-and-education" class="sc-e69ac761-0 dsCZKx">AI and Education</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-and-medicine" class="sc-e69ac761-0 dsCZKx">AI and Medicine</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-voice-transfer" class="sc-e69ac761-0 dsCZKx">AI Voice Transfer</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/approximate-dynamic-programming" class="sc-e69ac761-0 dsCZKx">Approximate Dynamic Programming</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/adversarial-machine-learning" class="sc-e69ac761-0 dsCZKx">Adversarial Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/alphago-zero" class="sc-e69ac761-0 dsCZKx">AlphaGo Zero</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-hardware" class="sc-e69ac761-0 dsCZKx">AI Hardware</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-and-finance" class="sc-e69ac761-0 dsCZKx">AI and Finance</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/alphago" class="sc-e69ac761-0 dsCZKx">AlphaGo</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-recommendation-algorithms" class="sc-e69ac761-0 dsCZKx">AI Recommendation Algorithms</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-generated-music" class="sc-e69ac761-0 dsCZKx">AI Generated Music</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-video-generation" class="sc-e69ac761-0 dsCZKx">AI Video Generation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-in-customer-service" class="sc-e69ac761-0 dsCZKx">AI in Customer Service</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-lifecycle-management" class="sc-e69ac761-0 dsCZKx">AI Lifecycle Management</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-literacy" class="sc-e69ac761-0 dsCZKx">AI Literacy</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-monitoring" class="sc-e69ac761-0 dsCZKx">AI Monitoring</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-oversight" class="sc-e69ac761-0 dsCZKx">AI Oversight</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-privacy" class="sc-e69ac761-0 dsCZKx">AI Privacy</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-prototyping" class="sc-e69ac761-0 dsCZKx">AI Prototyping</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-regulation" class="sc-e69ac761-0 dsCZKx">AI Regulation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-resilience" class="sc-e69ac761-0 dsCZKx">AI Resilience</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-interpretability" class="sc-e69ac761-0 dsCZKx">AI Interpretability</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/attention-mechanisms" class="sc-e69ac761-0 dsCZKx">Attention Mechanisms</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/affective-ai" class="sc-e69ac761-0 dsCZKx">Affective AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-ethics" class="sc-e69ac761-0 dsCZKx">AI Ethics</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-alignment" class="sc-e69ac761-0 dsCZKx">AI Alignment</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-hallucinations" class="sc-e69ac761-0 dsCZKx">AI Hallucinations</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ablation" class="sc-e69ac761-0 dsCZKx">Ablation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/active-learning" class="sc-e69ac761-0 dsCZKx">Active Learning (Machine Learning)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-and-big-data" class="sc-e69ac761-0 dsCZKx">AI and Big Data</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/adagrad" class="sc-e69ac761-0 dsCZKx">AdaGrad</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/acoustic-models" class="sc-e69ac761-0 dsCZKx">Acoustic Models</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/articulatory-synthesis" class="sc-e69ac761-0 dsCZKx">Articulatory Synthesis</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/autoregressive-model" class="sc-e69ac761-0 dsCZKx">Autoregressive Model</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-emotion-recognition" class="sc-e69ac761-0 dsCZKx">AI Emotion Recognition</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-speech-enhancement" class="sc-e69ac761-0 dsCZKx">AI Speech Enhancement</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/artificial-super-intelligence" class="sc-e69ac761-0 dsCZKx">Artificial Super Intelligence</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-guardrails" class="sc-e69ac761-0 dsCZKx">AI Guardrails</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/auto-classification" class="sc-e69ac761-0 dsCZKx">Auto Classification</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/association-rule-learning" class="sc-e69ac761-0 dsCZKx">Association Rule Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/autoencoder" class="sc-e69ac761-0 dsCZKx">Autoencoder</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/accuracy" class="sc-e69ac761-0 dsCZKx">Accuracy in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-detection" class="sc-e69ac761-0 dsCZKx">AI Detection</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-robustness" class="sc-e69ac761-0 dsCZKx">AI Robustness</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-safety" class="sc-e69ac761-0 dsCZKx">AI Safety</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-scalability" class="sc-e69ac761-0 dsCZKx">AI Scalability</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-simulation" class="sc-e69ac761-0 dsCZKx">AI Simulation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-standards" class="sc-e69ac761-0 dsCZKx">AI Standards</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-steering" class="sc-e69ac761-0 dsCZKx">AI Steering</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-transparency" class="sc-e69ac761-0 dsCZKx">AI Transparency</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/augmented-intelligence" class="sc-e69ac761-0 dsCZKx">Augmented Intelligence</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/applications" class="sc-e69ac761-0 dsCZKx">Applications</a></li><li data-letter="B" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">B</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/benchmarking" class="sc-e69ac761-0 dsCZKx">Benchmarking</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/batch-gradient-descent" class="sc-e69ac761-0 dsCZKx">Batch Gradient Descent</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/backpropagation" class="sc-e69ac761-0 dsCZKx">Backpropagation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/bayesian-machine-learning" class="sc-e69ac761-0 dsCZKx">Bayesian Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/bert" class="sc-e69ac761-0 dsCZKx">BERT</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/binary-classification-ai" class="sc-e69ac761-0 dsCZKx">Binary Classification AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/beam-search-algorithm" class="sc-e69ac761-0 dsCZKx">Beam Search Algorithm</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/bias-variance-tradeoff" class="sc-e69ac761-0 dsCZKx">Bias-Variance Tradeoff</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/boosting" class="sc-e69ac761-0 dsCZKx">Boosting in Machine Learning</a></li><li data-letter="C" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 fvIpti">C</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/chess-bots" class="sc-e69ac761-0 dsCZKx">Chess bots</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/chatgpt" class="sc-e69ac761-0 dsCZKx">ChatGPT</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/cure-algorithm" class="sc-e69ac761-0 dsCZKx">CURE Algorithm</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/curse-of-dimensionality" class="sc-e69ac761-0 dsCZKx">Curse of Dimensionality</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/classification" class="sc-e69ac761-0 dsCZKx">Classification</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/cognitive-map" class="sc-e69ac761-0 dsCZKx">Cognitive Map</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/central-processing-unit-cpu" class="sc-e69ac761-0 dsCZKx">Central Processing Unit (CPU)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/conditional-variational-autoencoders" class="sc-e69ac761-0 dsCZKx">Conditional Variational Autoencoders</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/conversational-ai" class="sc-e69ac761-0 dsCZKx">Conversational AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/causal-inference" class="sc-e69ac761-0 dsCZKx">Causal Inference</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/capsule-neural-network" class="sc-e69ac761-0 dsCZKx">Capsule Neural Network</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/contrastive-learning" class="sc-e69ac761-0 dsCZKx">Contrastive Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/convolutional-neural-networks" class="sc-e69ac761-0 dsCZKx">Convolutional Neural Networks</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/cognitive-computing" class="sc-e69ac761-0 dsCZKx">Cognitive Computing</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/common-crawl-datasets" class="sc-e69ac761-0 dsCZKx">Common Crawl Datasets</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/clustering-algorithms" class="sc-e69ac761-0 dsCZKx">Clustering Algorithms</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/concatenative-synthesis" class="sc-e69ac761-0 dsCZKx">Concatenative Synthesis</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/candidate-sampling" class="sc-e69ac761-0 dsCZKx">Candidate Sampling</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/computational-creativity" class="sc-e69ac761-0 dsCZKx">Computational Creativity</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/context-aware-computing" class="sc-e69ac761-0 dsCZKx">Context-Aware Computing</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/counterfactual-explanations-in-ai" class="sc-e69ac761-0 dsCZKx">Counterfactual Explanations in AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/cognitive-architectures" class="sc-e69ac761-0 dsCZKx">Cognitive Architectures</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/computational-phenotyping" class="sc-e69ac761-0 dsCZKx">Computational Phenotyping</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/continuous-learning-systems" class="sc-e69ac761-0 dsCZKx">Continuous Learning Systems</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/chatbots" class="sc-e69ac761-0 dsCZKx">Chatbots</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/composite-ai" class="sc-e69ac761-0 dsCZKx">Composite AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/computational-lingustics" class="sc-e69ac761-0 dsCZKx">Computational Linguistics</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/computational-semantics" class="sc-e69ac761-0 dsCZKx">Computational Semantics</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/collaborative-filtering" class="sc-e69ac761-0 dsCZKx">Collaborative Filtering</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/corpus" class="sc-e69ac761-0 dsCZKx">Corpus in NLP</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/confirmation-bias" class="sc-e69ac761-0 dsCZKx">Confirmation Bias in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/confidence-intervals" class="sc-e69ac761-0 ezFGlW">Confidence Intervals in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/cross-validation" class="sc-e69ac761-0 dsCZKx">Cross Validation in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/clustering" class="sc-e69ac761-0 dsCZKx">Clustering in Machine Learning</a></li><li data-letter="D" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">D</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/dall-e" class="sc-e69ac761-0 dsCZKx">Dall-E</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/distilbert" class="sc-e69ac761-0 dsCZKx">DistilBERT</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/dimensionality-reduction" class="sc-e69ac761-0 dsCZKx">Dimensionality Reduction</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/deep-reinforcement-learning" class="sc-e69ac761-0 dsCZKx">Deep Reinforcement Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/diffusion-model" class="sc-e69ac761-0 dsCZKx">Diffusion Models</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/deep-learning" class="sc-e69ac761-0 dsCZKx">Deep Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/datasets" class="sc-e69ac761-0 dsCZKx">Datasets</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/data-labeling" class="sc-e69ac761-0 dsCZKx">Data Labeling</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/differential-privacy" class="sc-e69ac761-0 dsCZKx">Differential Privacy</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/data-poisoning" class="sc-e69ac761-0 dsCZKx">Data Poisoning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/domain-adaptation" class="sc-e69ac761-0 dsCZKx">Domain Adaptation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/data-augmentation" class="sc-e69ac761-0 dsCZKx">Data Augmentation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/double-descent" class="sc-e69ac761-0 dsCZKx">Double Descent</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/deepfake-detection" class="sc-e69ac761-0 dsCZKx">Deepfake Detection</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/diffusion" class="sc-e69ac761-0 dsCZKx">Diffusion</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/data-drift" class="sc-e69ac761-0 dsCZKx">Data Drift</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/data-scarcity" class="sc-e69ac761-0 dsCZKx">Data Scarcity</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/decision-tree" class="sc-e69ac761-0 dsCZKx">Decision Tree</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/decision-intelligence" class="sc-e69ac761-0 dsCZKx">Decision Intelligence</a></li><li data-letter="E" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">E</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/expectation-maximization" class="sc-e69ac761-0 dsCZKx">Expectation Maximization</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/embedding-layer" class="sc-e69ac761-0 dsCZKx">Embedding Layer</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/evolutionary-algorithms" class="sc-e69ac761-0 dsCZKx">Evolutionary Algorithms</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/explainable-ai" class="sc-e69ac761-0 dsCZKx">Explainable AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/end-to-end-learning" class="sc-e69ac761-0 dsCZKx">End-to-end Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/emergent-behavior" class="sc-e69ac761-0 dsCZKx">Emergent Behavior</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ego-4d" class="sc-e69ac761-0 dsCZKx">Ego 4D</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/eco-friendly-ai" class="sc-e69ac761-0 dsCZKx">Eco-friendly AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ensemble-learning" class="sc-e69ac761-0 dsCZKx">Ensemble Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/entropy" class="sc-e69ac761-0 dsCZKx">Entropy in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/epoch" class="sc-e69ac761-0 dsCZKx">Epoch in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ethical-ai" class="sc-e69ac761-0 dsCZKx">Ethical AI</a></li><li data-letter="F" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">F</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/flajolet-martin-algorithm" class="sc-e69ac761-0 dsCZKx">Flajolet-Martin Algorithm</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/feedforward-neural-network" class="sc-e69ac761-0 dsCZKx">Feedforward Neural Network</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/fine-tuning-deep-learning" class="sc-e69ac761-0 dsCZKx">Fine Tuning in Deep Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/fundamentals" class="sc-e69ac761-0 dsCZKx">Fundamentals</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/f1-score-machine-learning" class="sc-e69ac761-0 dsCZKx">F1 Score in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/foundation-models" class="sc-e69ac761-0 dsCZKx">Foundation Models</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/forward-propagation" class="sc-e69ac761-0 dsCZKx">Forward Propagation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/f2-score" class="sc-e69ac761-0 dsCZKx">F2 Score</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/feature-store-for-machine-learning" class="sc-e69ac761-0 dsCZKx">Feature Store for Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/few-shot-learning" class="sc-e69ac761-0 dsCZKx">Few Shot Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/federated-learning" class="sc-e69ac761-0 dsCZKx">Federated Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/feature-learning" class="sc-e69ac761-0 dsCZKx">Feature Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/feature-selection" class="sc-e69ac761-0 dsCZKx">Feature Selection</a></li><li data-letter="G" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">G</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/gradient-clipping" class="sc-e69ac761-0 dsCZKx">Gradient Clipping</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/generative-adversarial-networks" class="sc-e69ac761-0 dsCZKx">Generative Adversarial Networks (GANs)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/gaussian-processes" class="sc-e69ac761-0 dsCZKx">Gaussian Processes</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/gated-recurrent-unit" class="sc-e69ac761-0 dsCZKx">Gated Recurrent Unit</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/grounding" class="sc-e69ac761-0 dsCZKx">Grounding</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/gradient-boosting-machines" class="sc-e69ac761-0 dsCZKx">Gradient Boosting Machines (GBMs)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/graphics-processing-unit-gpu" class="sc-e69ac761-0 dsCZKx">Graphics Processing Unit (GPU)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/google-bard" class="sc-e69ac761-0 dsCZKx">Google's Bard</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/gradient-scaling" class="sc-e69ac761-0 dsCZKx">Gradient Scaling</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/generative-ai" class="sc-e69ac761-0 dsCZKx">Generative AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/graph-neural-networks" class="sc-e69ac761-0 dsCZKx">Graph Neural Networks</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/grapheme-to-phoneme-conversion-g2p" class="sc-e69ac761-0 dsCZKx">Grapheme-to-Phoneme Conversion (G2P)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/generative-teaching-networks" class="sc-e69ac761-0 dsCZKx">Generative Teaching Networks</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/genetic-algorithms" class="sc-e69ac761-0 dsCZKx">Genetic Algorithms in AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ground-truth" class="sc-e69ac761-0 dsCZKx">Ground Truth in Machine Learning</a></li><li data-letter="H" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">H</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/hyperparameters" class="sc-e69ac761-0 dsCZKx">Hyperparameters</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/hidden-markov-models" class="sc-e69ac761-0 dsCZKx">Hidden Markov Models (HMMs)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/hooke-jeeves-algorithm" class="sc-e69ac761-0 dsCZKx">Hooke-Jeeves Algorithm</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/hyperparameter-tuning" class="sc-e69ac761-0 dsCZKx">Hyperparameter Tuning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/homograph-disambiguation" class="sc-e69ac761-0 dsCZKx">Homograph Disambiguation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/human-centered-ai" class="sc-e69ac761-0 dsCZKx">Human-centered AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/hidden-layer" class="sc-e69ac761-0 dsCZKx">Hidden Layer</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/human-in-the-loop-ai" class="sc-e69ac761-0 dsCZKx">Human-in-the-Loop AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/hybrid-ai" class="sc-e69ac761-0 dsCZKx">Hybrid AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/human-augmentation-with-ai" class="sc-e69ac761-0 dsCZKx">Human Augmentation with AI</a></li><li data-letter="I" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">I</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/inference-engine" class="sc-e69ac761-0 dsCZKx">Inference Engine</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/intelligent-document-processing" class="sc-e69ac761-0 dsCZKx">Intelligent Document Processing</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/imbalanced-data" class="sc-e69ac761-0 dsCZKx">Imbalanced Data</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/instruction-tuning" class="sc-e69ac761-0 dsCZKx">Instruction Tuning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/incremental-learning" class="sc-e69ac761-0 dsCZKx">Incremental Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/information-retrieval" class="sc-e69ac761-0 dsCZKx">Information Retrieval</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/image-recognition" class="sc-e69ac761-0 dsCZKx">Image Recognition</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/imagenet" class="sc-e69ac761-0 dsCZKx">ImageNet</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/inductive-bias" class="sc-e69ac761-0 dsCZKx">Inductive Bias</a></li><li data-letter="K" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">K</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/k-shingles" class="sc-e69ac761-0 dsCZKx">k-Shingles</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/keyphrase-extraction" class="sc-e69ac761-0 dsCZKx">Keyphrase Extraction</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/keras" class="sc-e69ac761-0 dsCZKx">Keras</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/knowledge-distillation" class="sc-e69ac761-0 dsCZKx">Knowledge Distillation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/knowledge-representation-and-reasoning" class="sc-e69ac761-0 dsCZKx">Knowledge Representation and Reasoning</a></li><li data-letter="L" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">L</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/llama-2" class="sc-e69ac761-0 dsCZKx">Llama 2</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/llm-collection" class="sc-e69ac761-0 dsCZKx">LLM Collection</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/latent-dirichlet-allocation" class="sc-e69ac761-0 dsCZKx">Latent Dirichlet Allocation (LDA)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/large-language-model" class="sc-e69ac761-0 dsCZKx">Large Language Model (LLM)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/loss-function" class="sc-e69ac761-0 dsCZKx">Loss Function</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/limited-memory-ai" class="sc-e69ac761-0 dsCZKx">Limited Memory AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/learning-rate" class="sc-e69ac761-0 dsCZKx">Learning Rate</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/learning-to-rank" class="sc-e69ac761-0 dsCZKx">Learning To Rank</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/logits" class="sc-e69ac761-0 dsCZKx">Logits</a></li><li data-letter="M" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">M</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/midjourney-image-generation" class="sc-e69ac761-0 dsCZKx">Midjourney (Image Generation)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/mistral" class="sc-e69ac761-0 dsCZKx">Mistral</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/mixture-of-experts" class="sc-e69ac761-0 dsCZKx">Mixture of Experts</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/multimodal-ai" class="sc-e69ac761-0 dsCZKx">Multimodal AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/multimodal-learning" class="sc-e69ac761-0 dsCZKx">Multimodal Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning" class="sc-e69ac761-0 dsCZKx">Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/multimodal-aI-models-and-modalities" class="sc-e69ac761-0 dsCZKx">Multimodal AI Models and Modalities</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/mamba" class="sc-e69ac761-0 dsCZKx">Mamba</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/models" class="sc-e69ac761-0 dsCZKx">Models</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning-bias" class="sc-e69ac761-0 dsCZKx">Machine Learning Bias</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning-life-cycle-management" class="sc-e69ac761-0 dsCZKx">Machine Learning Life Cycle Management</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-translation" class="sc-e69ac761-0 dsCZKx">Machine Translation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/mlops" class="sc-e69ac761-0 dsCZKx">MLOps</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/monte-carlo-learning" class="sc-e69ac761-0 dsCZKx">Monte Carlo Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/multi-task-learning" class="sc-e69ac761-0 dsCZKx">Multi-task Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning-neuron" class="sc-e69ac761-0 dsCZKx">Machine Learning Neuron</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning-preprocessing" class="sc-e69ac761-0 dsCZKx">Machine Learning Preprocessing</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/model-drift" class="sc-e69ac761-0 dsCZKx">Model Drift</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/matplotlib" class="sc-e69ac761-0 dsCZKx">Matplotlib</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/Markov-decision-process" class="sc-e69ac761-0 dsCZKx">Markov Decision Process</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/model-interpretability" class="sc-e69ac761-0 dsCZKx">Model Interpretability</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning-algorithmic-trading" class="sc-e69ac761-0 dsCZKx">Machine Learning in Algorithmic Trading</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/metacognitive-learning-models" class="sc-e69ac761-0 dsCZKx">Metacognitive Learning Models </a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/metaheuristic-algorithms" class="sc-e69ac761-0 dsCZKx">Metaheuristic Algorithms</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/multitask-prompt-tuning" class="sc-e69ac761-0 dsCZKx">Multitask Prompt Tuning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/multi-agent-systems" class="sc-e69ac761-0 dsCZKx">Multi-Agent Systems</a></li><li data-letter="N" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">N</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/natural-language-processing" class="sc-e69ac761-0 dsCZKx">Natural Language Processing (NLP)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/natural-language-generation" class="sc-e69ac761-0 dsCZKx">Natural Language Generation (NLG)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/natural-language-understanding" class="sc-e69ac761-0 dsCZKx">Natural Language Understanding (NLU)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/neuralink" class="sc-e69ac761-0 dsCZKx">Neuralink</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/naive-bayes-classifier" class="sc-e69ac761-0 dsCZKx">Naive Bayes Classifier</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/neural-radiance-fields" class="sc-e69ac761-0 dsCZKx">Neural Radiance Fields</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/natural-language-querying" class="sc-e69ac761-0 dsCZKx">Natural Language Querying (NLQ)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/numpy" class="sc-e69ac761-0 dsCZKx">NumPy</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/natural-language-toolkit-nltk" class="sc-e69ac761-0 dsCZKx">Natural Language Toolkit (NLTK)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/neural-architecture-search" class="sc-e69ac761-0 dsCZKx">Neural Architecture Search</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/neural-text-to-speech-ntts" class="sc-e69ac761-0 dsCZKx">Neural Text-to-Speech (NTTS)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/named-entity-recognition" class="sc-e69ac761-0 dsCZKx">Named Entity Recognition</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/neural-style-transfer" class="sc-e69ac761-0 dsCZKx">Neural Style Transfer</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/neuroevolution" class="sc-e69ac761-0 dsCZKx">Neuroevolution</a></li><li data-letter="O" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">O</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/online-gradient-descent" class="sc-e69ac761-0 dsCZKx">Online Gradient Descent</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/overfitting-underfitting" class="sc-e69ac761-0 dsCZKx">Overfitting and Underfitting</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/openai-whisper" class="sc-e69ac761-0 dsCZKx">OpenAI Whisper</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/openai-sora" class="sc-e69ac761-0 dsCZKx">OpenAI Sora</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/out-of-distribution-detection" class="sc-e69ac761-0 dsCZKx">Out-of-Distribution Detection</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/one-shot-learning" class="sc-e69ac761-0 dsCZKx">One-Shot Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/objective-function" class="sc-e69ac761-0 dsCZKx">Objective Function</a></li><li data-letter="P" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">P</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/prompt-engineering" class="sc-e69ac761-0 dsCZKx">Prompt Engineering</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/prompt-chaining" class="sc-e69ac761-0 dsCZKx">Prompt Chaining</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/perceptron" class="sc-e69ac761-0 dsCZKx">Perceptron</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/precision-and-recall" class="sc-e69ac761-0 dsCZKx">Precision and Recall</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/packages-glossary" class="sc-e69ac761-0 dsCZKx">Packages</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/pooling-machine-learning" class="sc-e69ac761-0 dsCZKx">Pooling (Machine Learning)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/principal-component-analysis" class="sc-e69ac761-0 dsCZKx">Principal Component Analysis</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/probabilistic-models-in-machine-learning" class="sc-e69ac761-0 dsCZKx">Probabilistic Models in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/prompt-tuning" class="sc-e69ac761-0 dsCZKx">Prompt Tuning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/pytorch" class="sc-e69ac761-0 dsCZKx">PyTorch</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/pandas" class="sc-e69ac761-0 dsCZKx">Pandas</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/parametric-neural-networks%C2%A0" class="sc-e69ac761-0 dsCZKx">Parametric Neural Networks </a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/pretraining" class="sc-e69ac761-0 dsCZKx">Pretraining</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/part-of-speech-tagging" class="sc-e69ac761-0 dsCZKx">Part-of-Speech Tagging</a></li><li data-letter="Q" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">Q</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/quantum-machine-learning-algorithms" class="sc-e69ac761-0 dsCZKx">Quantum Machine Learning Algorithms</a></li><li data-letter="R" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">R</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/rule-based-ai" class="sc-e69ac761-0 dsCZKx">Rule-Based AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/roberta" class="sc-e69ac761-0 dsCZKx">RoBERTa</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/rlhf" class="sc-e69ac761-0 dsCZKx">RLHF</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/retrieval-augmented-generation" class="sc-e69ac761-0 dsCZKx">Retrieval-Augmented Generation (RAG)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/representation-learning" class="sc-e69ac761-0 dsCZKx">Representation Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/rectified-linear-unit-relu" class="sc-e69ac761-0 dsCZKx">Rectified Linear Unit (ReLU)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/reproducibility-machine-learning" class="sc-e69ac761-0 dsCZKx">Reproducibility in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/restricted-boltzmann-machines" class="sc-e69ac761-0 dsCZKx">Restricted Boltzmann Machines</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/regularization" class="sc-e69ac761-0 dsCZKx">Regularization</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/recurrent-neural-networks" class="sc-e69ac761-0 dsCZKx">Recurrent Neural Networks</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/random-forest" class="sc-e69ac761-0 dsCZKx">Random Forest</a></li><li data-letter="S" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">S</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/sentiment-analysis" class="sc-e69ac761-0 dsCZKx">Sentiment Analysis</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/speech-to-text-models" class="sc-e69ac761-0 dsCZKx">Speech-to-text models</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/sequence-modeling" class="sc-e69ac761-0 dsCZKx">Sequence Modeling</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/semantic-kernel" class="sc-e69ac761-0 dsCZKx">Semantic Kernel</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/semi-supervised-learning" class="sc-e69ac761-0 dsCZKx">Semi-Supervised Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/supervised-learning" class="sc-e69ac761-0 dsCZKx">Supervised Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/support-vector-machines-svm" class="sc-e69ac761-0 dsCZKx">Support Vector Machines (SVM)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/semantic-networks" class="sc-e69ac761-0 dsCZKx">Semantic Networks</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/semi-structured-data" class="sc-e69ac761-0 dsCZKx">Semi-structured data</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/scikit-learn" class="sc-e69ac761-0 dsCZKx">Scikit-learn</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/scipy" class="sc-e69ac761-0 dsCZKx">SciPy</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/seaborn-python-package" class="sc-e69ac761-0 dsCZKx">Seaborn Python Package</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/squad" class="sc-e69ac761-0 dsCZKx">SQuAD</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/synthetic-data-for-ai-training" class="sc-e69ac761-0 dsCZKx">Synthetic Data for AI Training</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/statistical-relational-learning" class="sc-e69ac761-0 dsCZKx">Statistical Relational Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/self-healing-ai" class="sc-e69ac761-0 dsCZKx">Self-healing AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/semantic-search-algorithms" class="sc-e69ac761-0 dsCZKx">Semantic Search Algorithms</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/symbolic-ai" class="sc-e69ac761-0 dsCZKx">Symbolic AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/spike-neural-networks" class="sc-e69ac761-0 dsCZKx">Spike Neural Networks</a></li><li data-letter="T" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">T</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/text-to-speech-models" class="sc-e69ac761-0 dsCZKx">Text-to-Speech Models</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/transformers" class="sc-e69ac761-0 dsCZKx">Transformers</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/tensor-processing-unit-tpu" class="sc-e69ac761-0 dsCZKx">Tensor Processing Unit (TPU)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/tokenization" class="sc-e69ac761-0 dsCZKx">Tokenization</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/techniques" class="sc-e69ac761-0 dsCZKx">Techniques</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/topic-modeling" class="sc-e69ac761-0 dsCZKx">Topic Modeling</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/transfer-learning" class="sc-e69ac761-0 dsCZKx">Transfer Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/tensorflow" class="sc-e69ac761-0 dsCZKx">TensorFlow</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/the-pile" class="sc-e69ac761-0 dsCZKx">The Pile</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/test-data-set" class="sc-e69ac761-0 dsCZKx">Test Data Set</a></li><li data-letter="U" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">U</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/uncertainty-machine-learning" class="sc-e69ac761-0 dsCZKx">Uncertainty in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/unsupervised-learning" class="sc-e69ac761-0 dsCZKx">Unsupervised Learning</a></li><li data-letter="V" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">V</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/vanishing-and-exploding-gradients" class="sc-e69ac761-0 dsCZKx">Vanishing and Exploding Gradients</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/voice-cloning" class="sc-e69ac761-0 dsCZKx">Voice Cloning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/validation-data-set" class="sc-e69ac761-0 dsCZKx">Validation Data Set</a></li><li data-letter="W" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">W</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/winnow-algorithm" class="sc-e69ac761-0 dsCZKx">Winnow Algorithm</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/word-embeddings" class="sc-e69ac761-0 dsCZKx">Word Embeddings</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/whisper-v3" class="sc-e69ac761-0 dsCZKx">Whisper v3</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/whisper-v2" class="sc-e69ac761-0 dsCZKx">Whisper v2</a></li><li data-letter="X" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">X</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/xlnet" class="sc-e69ac761-0 dsCZKx">XLNet</a></li><li data-letter="Z" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">Z</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/zero-shot-classification-models" class="sc-e69ac761-0 dsCZKx">Zero-shot Classification Models</a></li></nav></div></div></div></div></div></div></div></div></section><section id="blog-conversion-panel-section" width="100%" class="sc-ace17a57-0 sc-b22001da-2 gAaKYn dJJSTR"><div width="100%" class="sc-6293d692-0 hzUpmg"></div></section><footer class="sc-6293d692-0 jUEsCq"><div class="sc-6293d692-0 jBxPcy"><div class="sc-ace17a57-0 kUNxIf"><div width="100%" class="sc-ace17a57-0 kptHGM"><div class="sc-ace17a57-0 djSuqG"><div class="sc-ace17a57-0 sc-acb32398-0 fJkbQy iBHmhe"><div class="sc-ace17a57-0 sc-5f7d928-0 iPwPdJ kritbo image-wrapper" width="100%" height="fit-content"><img alt="Deepgram Logo" loading="lazy" width="172" height="33" decoding="async" data-nimg="1" style="color:transparent;object-fit:cover" src="https://www.datocms-assets.com/96965/1725550993-deepgram-logo.svg"/></div></div><span font-size="textSm" font-weight="regular" font-family="bodyFont" class="sc-b323b31-0 esKgrX">Essential Building Blocks for Voice AI</span><div class="sc-ace17a57-0 fjoWTd"><a href="https://github.com/deepgram" rel="noopener noreferrer" target="_blank" aria-label="GitHub" class="sc-e69ac761-0 bkHGsI sc-acb32398-2 hdVSqo"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 496 512" class="socialIcons" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z"></path></svg></a><a href="https://x.com/deepgramai?prefetchTimestamp=1733536274368" rel="noopener noreferrer" target="_blank" aria-label="X (Twitter)" class="sc-e69ac761-0 bkHGsI sc-acb32398-2 hdVSqo"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 512 512" class="socialIcons" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M389.2 48h70.6L305.6 224.2 487 464H345L233.7 318.6 106.5 464H35.8L200.7 275.5 26.8 48H172.4L272.9 180.9 389.2 48zM364.4 421.8h39.1L151.1 88h-42L364.4 421.8z"></path></svg></a><a href="https://www.linkedin.com/company/deepgram/" rel="noopener noreferrer" target="_blank" aria-label="LinkedIn" class="sc-e69ac761-0 bkHGsI sc-acb32398-2 hdVSqo"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 448 512" class="socialIcons" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z"></path></svg></a><a href="https://www.youtube.com/c/Deepgram" rel="noopener noreferrer" target="_blank" aria-label="YouTube" class="sc-e69ac761-0 bkHGsI sc-acb32398-2 hdVSqo"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 576 512" class="socialIcons" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M549.655 124.083c-6.281-23.65-24.787-42.276-48.284-48.597C458.781 64 288 64 288 64S117.22 64 74.629 75.486c-23.497 6.322-42.003 24.947-48.284 48.597-11.412 42.867-11.412 132.305-11.412 132.305s0 89.438 11.412 132.305c6.281 23.65 24.787 41.5 48.284 47.821C117.22 448 288 448 288 448s170.78 0 213.371-11.486c23.497-6.321 42.003-24.171 48.284-47.821 11.412-42.867 11.412-132.305 11.412-132.305s0-89.438-11.412-132.305zm-317.51 213.508V175.185l142.739 81.205-142.739 81.201z"></path></svg></a><a href="https://discord.com/invite/deepgram" rel="noopener noreferrer" target="_blank" aria-label="Discord" class="sc-e69ac761-0 bkHGsI sc-acb32398-2 hdVSqo"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 640 512" class="socialIcons" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M524.531,69.836a1.5,1.5,0,0,0-.764-.7A485.065,485.065,0,0,0,404.081,32.03a1.816,1.816,0,0,0-1.923.91,337.461,337.461,0,0,0-14.9,30.6,447.848,447.848,0,0,0-134.426,0,309.541,309.541,0,0,0-15.135-30.6,1.89,1.89,0,0,0-1.924-.91A483.689,483.689,0,0,0,116.085,69.137a1.712,1.712,0,0,0-.788.676C39.068,183.651,18.186,294.69,28.43,404.354a2.016,2.016,0,0,0,.765,1.375A487.666,487.666,0,0,0,176.02,479.918a1.9,1.9,0,0,0,2.063-.676A348.2,348.2,0,0,0,208.12,430.4a1.86,1.86,0,0,0-1.019-2.588,321.173,321.173,0,0,1-45.868-21.853,1.885,1.885,0,0,1-.185-3.126c3.082-2.309,6.166-4.711,9.109-7.137a1.819,1.819,0,0,1,1.9-.256c96.229,43.917,200.41,43.917,295.5,0a1.812,1.812,0,0,1,1.924.233c2.944,2.426,6.027,4.851,9.132,7.16a1.884,1.884,0,0,1-.162,3.126,301.407,301.407,0,0,1-45.89,21.83,1.875,1.875,0,0,0-1,2.611,391.055,391.055,0,0,0,30.014,48.815,1.864,1.864,0,0,0,2.063.7A486.048,486.048,0,0,0,610.7,405.729a1.882,1.882,0,0,0,.765-1.352C623.729,277.594,590.933,167.465,524.531,69.836ZM222.491,337.58c-28.972,0-52.844-26.587-52.844-59.239S193.056,219.1,222.491,219.1c29.665,0,53.306,26.82,52.843,59.239C275.334,310.993,251.924,337.58,222.491,337.58Zm195.38,0c-28.971,0-52.843-26.587-52.843-59.239S388.437,219.1,417.871,219.1c29.667,0,53.307,26.82,52.844,59.239C470.715,310.993,447.538,337.58,417.871,337.58Z"></path></svg></a><a href="https://www.facebook.com/deepgram/" rel="noopener noreferrer" target="_blank" aria-label="Facebook" class="sc-e69ac761-0 bkHGsI sc-acb32398-2 hdVSqo"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 512 512" class="socialIcons" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M504 256C504 119 393 8 256 8S8 119 8 256c0 123.78 90.69 226.38 209.25 245V327.69h-63V256h63v-54.64c0-62.15 37-96.48 93.67-96.48 27.14 0 55.52 4.84 55.52 4.84v61h-31.28c-30.8 0-40.41 19.12-40.41 38.73V256h68.78l-11 71.69h-57.78V501C413.31 482.38 504 379.78 504 256z"></path></svg></a></div></div><div class="sc-ace17a57-0 dPQBOW"><span font-size="textMd" font-weight="regular" color="#fff" class="sc-b323b31-0 fNHedI">Get news and product updates.</span><span font-family="bodyFont" class="sc-b323b31-0 sc-acb32398-3 csXpZL iLxlh">By submitting this form, you are agreeing to our <a rel="" target="" href="/privacy" class="sc-e69ac761-0 bkHGsI">Privacy Policy</a>.</span></div></div><div class="sc-662dedcb-0 fmBAXw"><div class="sc-ace17a57-0 hRljnq"><h6 font-family="bodyFont" font-size="textLg" font-weight="semiBold" class="sc-4555ca6a-0 fLfQKM">Product</h6><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/product/voice-agent-api" class="sc-e69ac761-0 bubdiz">Voice Agent API</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/product/text-to-speech" class="sc-e69ac761-0 bubdiz">Text-to-Speech API</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/product/speech-to-text" class="sc-e69ac761-0 bubdiz">Speech-to-Text API</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/product/audio-intelligence" class="sc-e69ac761-0 bubdiz">Audio Intelligence API</a></div><div class="sc-ace17a57-0 hRljnq"><h6 font-family="bodyFont" font-size="textLg" font-weight="semiBold" class="sc-4555ca6a-0 fLfQKM">Solutions</h6><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/solutions/contact-centers" class="sc-e69ac761-0 bubdiz">Contact Centers</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/solutions/speech-analytics" class="sc-e69ac761-0 bubdiz">Speech Analytics</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/deepgram-for-voicebots-and-chatbots" class="sc-e69ac761-0 bubdiz">Conversational AI</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/deepgram-for-podcast-transcription" class="sc-e69ac761-0 bubdiz">Podcast Transcription</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/solutions/medical-transcription" class="sc-e69ac761-0 bubdiz">Medical Transcription</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/startup-program" class="sc-e69ac761-0 bubdiz">Startup Program</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/affiliates" class="sc-e69ac761-0 bubdiz">Affiliate Program</a></div><div class="sc-ace17a57-0 hRljnq"><h6 font-family="bodyFont" font-size="textLg" font-weight="semiBold" class="sc-4555ca6a-0 fLfQKM">Developers</h6><a href="https://developers.deepgram.com/documentation/" rel="noreferrer noopener" target="_blank" font-family="bodyFont" font-size="textSm" text-decoration="none" class="sc-e69ac761-0 bubdiz">Documentation</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/changelog" class="sc-e69ac761-0 bubdiz">Changelog</a><a href="https://playground.deepgram.com/" rel="noreferrer noopener" target="_blank" font-family="bodyFont" font-size="textSm" text-decoration="none" class="sc-e69ac761-0 bubdiz">API Playground</a><a href="https://community.deepgram.com/" rel="noreferrer noopener" target="_blank" font-family="bodyFont" font-size="textSm" text-decoration="none" class="sc-e69ac761-0 bubdiz">Community</a><a href="https://developers.deepgram.com/docs/self-hosted-introduction" rel="noreferrer noopener" target="_blank" font-family="bodyFont" font-size="textSm" text-decoration="none" class="sc-e69ac761-0 bubdiz">Self-hosted</a><a href="https://developers.deepgram.com/support/" rel="noreferrer noopener" target="_blank" font-family="bodyFont" font-size="textSm" text-decoration="none" class="sc-e69ac761-0 bubdiz">Support</a></div><div class="sc-ace17a57-0 hRljnq"><h6 font-family="bodyFont" font-size="textLg" font-weight="semiBold" class="sc-4555ca6a-0 fLfQKM">Company</h6><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/about" class="sc-e69ac761-0 bubdiz">About</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/learn/article" class="sc-e69ac761-0 bubdiz">Blog</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/careers" class="sc-e69ac761-0 bubdiz">Careers</a><a href="https://www.aiminds.com/?ref=deepgram.com" rel="noreferrer noopener" target="_blank" font-family="bodyFont" font-size="textSm" text-decoration="none" class="sc-e69ac761-0 bubdiz">Newsletter</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/customers" class="sc-e69ac761-0 bubdiz">Customers</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/partners" class="sc-e69ac761-0 bubdiz">Partners</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/company/newsroom" class="sc-e69ac761-0 bubdiz">Newsroom</a></div><div class="sc-ace17a57-0 hRljnq"><h6 font-family="bodyFont" font-size="textLg" font-weight="semiBold" class="sc-4555ca6a-0 fLfQKM">Compare</h6><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/compare/openai-vs-deepgram-alternative" class="sc-e69ac761-0 bubdiz">OpenAI Whisper vs Deepgram</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/compare/amazon-vs-deepgram-alternative" class="sc-e69ac761-0 bubdiz">Amazon Transcribe vs Deepgram</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/compare/google-vs-deepgram-alternative" class="sc-e69ac761-0 bubdiz">Google vs Deepgram</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/compare/microsoft-vs-deepgram-alternative" class="sc-e69ac761-0 bubdiz">Microsoft Azure vs Deepgram</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/asr-comparison" class="sc-e69ac761-0 bubdiz">ASR Comparison Tool</a></div><div class="sc-ace17a57-0 hRljnq"><h6 font-family="bodyFont" font-size="textLg" font-weight="semiBold" class="sc-4555ca6a-0 fLfQKM">Resources</h6><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/ai-apps" class="sc-e69ac761-0 bubdiz">AI Apps</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/ai-glossary" class="sc-e69ac761-0 bubdiz">AI Glossary</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/ai-voice-generator" class="sc-e69ac761-0 bubdiz">AI Voice Generator Tool</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/free-transcription" class="sc-e69ac761-0 bubdiz">Audio & Video Transcription Tool</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/learn/introducing-ai-voice-agent-api" class="sc-e69ac761-0 bubdiz">Introducing Deepgram’s Voice Agent API</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/learn/aws-connect-partnership-expansion-unlocks-voice-data-scale" class="sc-e69ac761-0 bubdiz">Deepgram and Amazon Connect Integration</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/learn/best-speech-to-text-apis" class="sc-e69ac761-0 bubdiz">The Best Speech-to-Text APIs in 2024</a></div></div><div class="sc-ace17a57-0 iyzYAr"><div class="sc-ace17a57-0 fJkbQy"><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/terms" class="sc-e69ac761-0 bubdiz">Terms</a><span height="18px" class="sc-b323b31-0 eDwhGn"></span></div><div class="sc-ace17a57-0 fJkbQy"><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/privacy" class="sc-e69ac761-0 bubdiz">Privacy</a><span height="18px" class="sc-b323b31-0 eDwhGn"></span></div><span font-family="bodyFont" font-size="textSm" class="sc-b323b31-0 bhNNuo">Copyright © 2025 Deepgram</span></div></div></div></footer></div></div><script id="__NEXT_DATA__" type="application/json">{"props":{"pageProps":{"slug":["confidence-intervals"],"pageData":{"templateGlossary":{"__typename":"TemplateGlossaryRecord","id":"HN35MvNlTrmltLsdT_zpXA","seo":null,"slug":"confidence-intervals","title":"Confidence Intervals in Machine Learning","categoryPage":false,"excerpt":{"__typename":"TemplateGlossaryModelExcerptField","value":{"schema":"dast","document":{"type":"root","children":[{"type":"paragraph","children":[{"type":"span","value":"This article delves deep into the world of confidence intervals within the machine learning landscape. "}]}]}}},"body":{"__typename":"TemplateGlossaryModelBodyField","blocks":[],"links":[{"__typename":"ComponentImageRecord","id":"Z5su9I_yQ16q7vzUlugSsg","caption":"Ever wanted to learn how to build an LLM Chatbot from scratch? Check out [this article](https://deepgram.com/learn/building-an-end-to-end-llm-chatbot) to learn how!","imageDesktop":{"__typename":"FileField","id":"aAdLHPi7SYKaLLoWjBaYpg","title":null,"filename":"screen-shot-2024-06-16-at-2-09-13-am.png","size":1528630,"alt":null,"url":"https://www.datocms-assets.com/96965/1718528956-screen-shot-2024-06-16-at-2-09-13-am.png","width":1472,"height":950},"imageMobile":null,"link":""},{"__typename":"ComponentImageRecord","id":"IbSwv5QJQCyBYp86KUZZnA","caption":"AI emits Carbon, but how much do we get in return? [This article](https://deepgram.com/learn/ai-carbon-cost) examines the environmental cost of AI and exactly what benefits may be reaped.","imageDesktop":{"__typename":"FileField","id":"GvMOgM7RQ7eLGfAH9wOOdg","title":null,"filename":"screen-shot-2024-06-16-at-2-12-39-am.png","size":2257055,"alt":null,"url":"https://www.datocms-assets.com/96965/1718529161-screen-shot-2024-06-16-at-2-12-39-am.png","width":1502,"height":886},"imageMobile":null,"link":""},{"__typename":"ComponentImageRecord","id":"FaceuzhAQRGLZjVVvAu5fQ","caption":"Do you know how to spot a deepfake? Or how to tell when a voice has been cloned? Learn expert detection techniques in [this article](https://deepgram.com/learn/navigating-deepfakes-and-voice-cloning-how-to-safeguard).","imageDesktop":{"__typename":"FileField","id":"GhXp3bFtQVWXayQ7ClZT5A","title":null,"filename":"screen-shot-2024-06-16-at-2-24-03-am.png","size":2022310,"alt":null,"url":"https://www.datocms-assets.com/96965/1718529848-screen-shot-2024-06-16-at-2-24-03-am.png","width":1492,"height":960},"imageMobile":null,"link":""},{"__typename":"ComponentImageRecord","id":"OcUPVLYOTdiOH90vXDPFbA","caption":"Mixture of Experts (MoE) is a method that presents an efficient approach to dramatically increasing a model’s capabilities without introducing a proportional amount of computational overhead. To learn more, check out [this guide](https://deepgram.com/learn/mixture-of-experts-ml-model-guide)!","imageDesktop":{"__typename":"FileField","id":"cnmz5FWiQv2S--QFhqNL-g","title":null,"filename":"screen-shot-2024-06-16-at-2-06-22-am.png","size":2233720,"alt":null,"url":"https://www.datocms-assets.com/96965/1718528786-screen-shot-2024-06-16-at-2-06-22-am.png","width":1512,"height":788},"imageMobile":null,"link":""}],"value":{"schema":"dast","document":{"type":"root","children":[{"type":"paragraph","children":[{"type":"span","value":"Have you ever wondered how machine learning models make predictions with such precision, yet we're advised to take these predictions with a grain of uncertainty? In the realm of machine learning, confidence intervals emerge as a beacon of reliability, guiding practitioners through the fog of predictive analytics. A staggering fact: despite the rapid advancements in machine learning methodologies, the interpretation of model outputs often remains a daunting challenge for many. Understanding confidence intervals in machine learning not only demystifies this aspect but also empowers users to gauge the reliability and stability of their models effectively."}]},{"type":"paragraph","children":[{"type":"span","value":"This article delves deep into the world of confidence intervals within the machine learning landscape. You'll gain a foundational understanding of what confidence intervals are and why they're paramount for quantifying the uncertainty of predictions or parameter estimations in machine learning models. From the practical insights shared by Sebastian Raschka to the critical importance of these intervals in evaluating model performance, this piece covers it all. Expect to uncover how confidence intervals provide a statistical basis for making informed decisions, especially when it comes to interpreting the performance of machine learning models in real-world scenarios."}]},{"type":"paragraph","children":[{"type":"span","value":"Are you ready to navigate through the intricacies of confidence intervals and unlock new levels of confidence in your machine learning endeavors? Let's explore how these statistical techniques not only quantify uncertainty but also illuminate the path to more reliable and generalizable machine learning models."}]},{"type":"heading","level":2,"children":[{"type":"span","value":"What are confidence intervals in machine learning"}]},{"type":"paragraph","children":[{"type":"span","value":"In the vast expanse of machine learning, confidence intervals stand out as statistical techniques crucial for determining the reliability of an estimate. But what exactly are confidence intervals, and how do they apply to machine learning? Let's break it down:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Confidence intervals"},{"type":"span","value":" provide a range within which we expect the true value of a parameter to lie, with a certain level of confidence, typically 95%. This means that if we were to repeat our study multiple times, 95% of the confidence intervals calculated from those studies would contain the true parameter value."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"They play a pivotal role in "},{"type":"span","marks":["strong"],"value":"quantifying the uncertainty"},{"type":"span","value":" of a prediction or parameter estimation in machine learning models. This quantification is vital for practitioners to assess the stability and reliability of their models."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"A practical explanation on creating confidence intervals around an estimated value in classifiers can be found in "},{"type":"span","marks":["strong"],"value":"Sebastian Raschka's blog"},{"type":"span","value":". Raschka's insights shed light on the methodology and importance of incorporating confidence intervals in machine learning workflows."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Understanding confidence intervals"},{"type":"span","value":" is essential for evaluating the generalizability of a machine learning model to new, unseen data. This insight is invaluable, especially in scenarios where decisions are based on predictions or estimations derived from machine learning models."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"The significance of confidence intervals extends beyond mere statistical measures; they offer insights into the stability and reliability of machine learning models. This enables practitioners to make informed decisions and interpretations regarding the performance of their models."}]}]}]},{"type":"paragraph","children":[{"type":"span","value":"In essence, confidence intervals serve as a critical tool in the arsenal of machine learning practitioners, providing a statistical foundation to the often uncertain task of model prediction and parameter estimation."}]},{"type":"paragraph","children":[{"item":"Z5su9I_yQ16q7vzUlugSsg","type":"inlineItem"}]},{"type":"heading","level":2,"children":[{"type":"span","value":"Calculating Confidence Intervals in Machine Learning"}]},{"type":"paragraph","children":[{"type":"span","value":"The calculation of confidence intervals in machine learning is a nuanced process that blends statistical theory with computational techniques. This section explores the methodologies and mathematical foundations that underpin the calculation of confidence intervals, offering insights into their practical application in machine learning scenarios."}]},{"type":"heading","level":3,"children":[{"type":"span","value":"General Formula for Calculating Confidence Intervals"}]},{"type":"paragraph","children":[{"type":"span","value":"The cornerstone of calculating confidence intervals involves a few key components:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Estimated Parameter"},{"type":"span","value":": This could be any statistic, such as the mean or median, derived from your dataset."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Critical Value"},{"type":"span","value":": Depending on the confidence level chosen, this value (z-score or t-score) quantifies the degree to which the estimated parameter can vary from the true population parameter."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Standard Error of the Estimate"},{"type":"span","value":": This measures the dispersion of the sample mean from the population mean."}]}]}]},{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"The Formula"},{"type":"span","value":": Confidence Interval = Estimated Parameter ± (Critical Value * Standard Error)"}]},{"type":"paragraph","children":[{"type":"span","value":"This formula underpins the creation of confidence intervals across various statistical and machine learning applications, serving as a fundamental tool for quantifying uncertainty."}]},{"type":"heading","level":3,"children":[{"type":"span","value":"Bootstrap Method for Confidence Intervals"}]},{"type":"paragraph","children":[{"type":"span","value":"The bootstrap method, as elaborated on GeeksforGeeks, offers a powerful, non-parametric approach to estimating confidence intervals:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Resampling"},{"type":"span","value":": This involves randomly selecting observations from the dataset, with replacement, to create multiple samples."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Estimation"},{"type":"span","value":": For each resampled dataset, calculate the statistic of interest."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Confidence Interval Calculation"},{"type":"span","value":": Determine the distribution of the estimated statistics and then calculate the desired confidence interval."}]}]}]},{"type":"paragraph","children":[{"type":"span","value":"This method is particularly useful in situations where the theoretical distribution of the statistic is unknown or difficult to determine."}]},{"type":"heading","level":3,"children":[{"type":"span","value":"Cross-Validation Techniques for Model Stability"}]},{"type":"paragraph","children":[{"type":"span","value":"Cross-validation plays a crucial role in assessing model stability and calculating confidence intervals for model accuracy. Insights from Junjie Zhang's 2019 research highlight how cross-validation can be instrumental:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Model Evaluation"},{"type":"span","value":": By partitioning the dataset into training and testing sets, cross-validation allows for the evaluation of model performance across multiple subsets of data."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Confidence Interval Estimation"},{"type":"span","value":": Through repeated sampling and testing, confidence intervals for model accuracy can be derived, offering insights into the model's generalizability and stability."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","value":"Prediction Intervals vs. Confidence Intervals"}]},{"type":"paragraph","children":[{"type":"span","value":"While closely related, prediction intervals and confidence intervals cater to different aspects of uncertainty:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Prediction Intervals"},{"type":"span","value":": Focus on the uncertainty surrounding individual predictions made by the model."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Confidence Intervals"},{"type":"span","value":": Aim to quantify the uncertainty around an estimated parameter of the population from which the dataset was sampled."}]}]}]},{"type":"paragraph","children":[{"type":"span","value":"Understanding the distinction between these two concepts is crucial for accurate interpretation of model outputs."}]},{"type":"heading","level":3,"children":[{"type":"span","value":"Utilizing Statistical Software and Programming Languages"}]},{"type":"paragraph","children":[{"type":"span","value":"Python emerges as a leading tool for calculating confidence intervals, with various libraries and online resources enhancing its capability:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Statistical Libraries"},{"type":"span","value":": Libraries such as "},{"type":"span","marks":["code"],"value":"SciPy"},{"type":"span","value":" and "},{"type":"span","marks":["code"],"value":"StatsModels"},{"type":"span","value":" provide built-in functions for calculating confidence intervals efficiently."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Custom Implementation"},{"type":"span","value":": For more complex models or unique requirements, Python allows for the custom implementation of confidence interval calculations."}]}]}]},{"type":"paragraph","children":[{"type":"span","value":"Leveraging these tools streamlines the process of quantifying uncertainty in machine learning models."}]},{"type":"heading","level":3,"children":[{"type":"span","value":"The Impact of Confidence Level Choices"}]},{"type":"paragraph","children":[{"type":"span","value":"The choice of confidence level (e.g., 95% or 99%) significantly influences the width of the confidence interval:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Higher Confidence Level"},{"type":"span","value":": Results in a wider confidence interval, indicating greater uncertainty."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Lower Confidence Level"},{"type":"span","value":": Leads to a narrower confidence interval, suggesting more precision but potentially overlooking the true parameter value."}]}]}]},{"type":"paragraph","children":[{"type":"span","value":"Selecting the appropriate confidence level hinges on the specific context and requirements of the machine learning task at hand, balancing the trade-off between precision and reliability."}]},{"type":"paragraph","children":[{"type":"span","value":"By weaving together these methodologies and considerations, machine learning practitioners can effectively calculate confidence intervals, thereby shedding light on the reliability and generalizability of their models. This foundational understanding not only enhances model evaluation but also reinforces decision-making processes in the ever-evolving landscape of machine learning."}]},{"type":"paragraph","children":[{"item":"IbSwv5QJQCyBYp86KUZZnA","type":"inlineItem"}]},{"type":"heading","level":2,"children":[{"type":"span","value":"Methods for Creating Confidence Intervals in Machine Learning"}]},{"type":"paragraph","children":[{"type":"span","value":"In the realm of machine learning, the creation of confidence intervals is paramount for interpreting the reliability and precision of model predictions and estimates. Various methods, each with its own set of assumptions and implementations, facilitate this process. By delving into the analytical, empirical, and Bayesian methods, as well as the role of simulation studies, this section elucidates the multifaceted approaches to generating confidence intervals in machine learning applications."}]},{"type":"heading","level":3,"children":[{"type":"span","value":"Analytical Method"}]},{"type":"paragraph","children":[{"type":"span","value":"The analytical method for creating confidence intervals hinges on certain assumptions about the distribution of the estimator. Key points include:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Assumption of Normality"},{"type":"span","value":": This method typically assumes that the estimator follows a normal distribution, a presumption that holds true in many practical scenarios due to the Central Limit Theorem."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Well-understood Estimator Distribution"},{"type":"span","value":": It is most effective when the distribution of the estimator and its variance are well-characterized and can be analytically described."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Application"},{"type":"span","value":": Commonly applied in scenarios where the mathematical properties of the estimator are clearly defined, such as mean or variance estimations from large sample sizes."}]}]}]},{"type":"paragraph","children":[{"type":"span","value":"This method's strength lies in its straightforward applicability and the theoretical backing it provides, offering clear, mathematically derived confidence intervals under well-defined conditions."}]},{"type":"heading","level":3,"children":[{"type":"span","value":"Empirical Method"}]},{"type":"paragraph","children":[{"type":"span","value":"The empirical method, notably the bootstrap technique, offers a flexible approach to estimating confidence intervals without stringent distributional assumptions:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Resampling with Replacement"},{"type":"span","value":": By creating numerous resampled datasets from the original data and calculating the statistic of interest, the bootstrap method builds an empirical distribution of the estimator."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Distribution Agnostic"},{"type":"span","value":": This technique does not assume a specific underlying distribution, making it highly adaptable to various types of data and models."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Small Sample Sizes"},{"type":"span","value":": Particularly beneficial for complex estimators or when dealing with small datasets where traditional analytical methods may falter."}]}]}]},{"type":"paragraph","children":[{"type":"span","value":"Reference to the bootstrap confidence interval technique showcases its practical utility in machine learning, highlighting its capacity to handle the uncertainty of predictions in a data-driven manner."}]},{"type":"heading","level":3,"children":[{"type":"span","value":"Bayesian Method"}]},{"type":"paragraph","children":[{"type":"span","value":"Incorporating prior knowledge and beliefs, the Bayesian method for confidence intervals introduces a probabilistic interpretation to the estimation process:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Prior Information"},{"type":"span","value":": By integrating prior knowledge about the parameters through a prior distribution, this method refines the estimation process based on observed data."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Probabilistic Interpretation"},{"type":"span","value":": Offers a Bayesian credible interval, which provides a probabilistic range within which the true parameter value is expected to lie, given the observed data."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Flexibility"},{"type":"span","value":": This approach allows for the incorporation of new evidence, updating the confidence (credible) intervals as more data become available."}]}]}]},{"type":"paragraph","children":[{"type":"span","value":"The Bayesian method exemplifies the fusion of prior knowledge with empirical data, offering a nuanced approach to quantifying uncertainty in machine learning models."}]},{"type":"heading","level":3,"children":[{"type":"span","value":"Role of Simulation Studies"}]},{"type":"paragraph","children":[{"type":"span","value":"Simulation studies play a crucial role in understanding the behavior of confidence intervals under various model assumptions and data scenarios:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Model Assumptions"},{"type":"span","value":": By simulating data under controlled conditions, researchers can assess how well confidence intervals perform under different model assumptions."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Data Scenarios"},{"type":"span","value":": Simulation enables the exploration of confidence interval behavior in diverse data conditions, including skewed distributions, outliers, or correlated variables."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Insights and Validation"},{"type":"span","value":": These studies provide valuable insights into the robustness and reliability of confidence interval methods, guiding the choice of appropriate techniques for specific machine learning problems."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","value":"Software Packages and Libraries"}]},{"type":"paragraph","children":[{"type":"span","value":"The implementation of these methods is facilitated by various software packages and libraries in Python and R, catering to the needs of the machine learning community:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Python Libraries"},{"type":"span","value":": Tools like "},{"type":"span","marks":["code"],"value":"SciPy"},{"type":"span","value":" for analytical methods, "},{"type":"span","marks":["code"],"value":"bootstrapped"},{"type":"span","value":" for the bootstrap technique, and "},{"type":"span","marks":["code"],"value":"PyMC3"},{"type":"span","value":" for Bayesian approaches enable efficient computation of confidence intervals."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"R Packages"},{"type":"span","value":": Similar capabilities are available in R, with packages such as "},{"type":"span","marks":["code"],"value":"boot"},{"type":"span","value":" for bootstrap intervals and "},{"type":"span","marks":["code"],"value":"rstan"},{"type":"span","value":" for Bayesian analysis, among others."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Examples from the Community"},{"type":"span","value":": Both Python and R are widely used in the machine learning community, with numerous examples and tutorials available to guide practitioners in applying these methods to real-world datasets."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","value":"Trade-offs"}]},{"type":"paragraph","children":[{"type":"span","value":"When choosing a method for creating confidence intervals in machine learning, several trade-offs must be considered:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Computational Complexity"},{"type":"span","value":": Empirical and Bayesian methods, while powerful, can be computationally intensive, especially with large datasets or complex models."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Accuracy"},{"type":"span","value":": The precision of the confidence intervals can vary significantly between methods, influenced by the underlying assumptions and the nature of the data."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Interpretability"},{"type":"span","value":": The ease of interpreting and communicating the results of different methods can affect their suitability for certain applications or audiences."}]}]}]},{"type":"paragraph","children":[{"type":"span","value":"By carefully navigating these trade-offs, machine learning practitioners can select the most appropriate method for creating confidence intervals, balancing computational demands with the need for accuracy and interpretability. Through the judicious application of analytical, empirical, and Bayesian methods, alongside insights from simulation studies, the field continues to advance our understanding of uncertainty quantification in machine learning models."}]},{"type":"paragraph","children":[{"item":"FaceuzhAQRGLZjVVvAu5fQ","type":"inlineItem"}]},{"type":"heading","level":2,"children":[{"type":"span","value":"Applications of Confidence Intervals in Machine Learning"}]},{"type":"paragraph","children":[{"type":"span","value":"Confidence intervals provide a statistical framework that is instrumental across various facets of machine learning. Their applications range from hypothesis testing and model comparison to domain-specific implementations and enhancing the communication of machine learning results. Understanding these applications underscores the value of confidence intervals in navigating the uncertainties inherent in machine learning predictions and estimations."}]},{"type":"heading","level":3,"children":[{"type":"span","value":"Hypothesis Testing within Machine Learning"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Assessing Model Improvements"},{"type":"span","value":": Confidence intervals are pivotal in determining whether changes in a model's performance are statistically significant or merely due to random fluctuations in the data."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Feature Importance"},{"type":"span","value":": By constructing confidence intervals around feature importance scores, machine learning practitioners can discern which features contribute meaningfully to the model's predictions."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Example"},{"type":"span","value":": In a study examining the accuracy of different classifiers, confidence intervals enabled researchers to assert with 95% certainty which classifiers performed significantly better than others."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","value":"Model Comparison"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Statistical Basis for Comparison"},{"type":"span","value":": Confidence intervals facilitate a rigorous statistical comparison between models, beyond mere point estimates of performance metrics."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Informed Decision-Making"},{"type":"span","value":": By quantifying the uncertainty around model performance metrics, stakeholders can make more informed choices about which model to deploy in production environments."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Case Study"},{"type":"span","value":": Research demonstrated that when comparing deep learning models to traditional machine learning models, confidence intervals around accuracy metrics provided insights into the reliability of model superiority claims."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","value":"Domain-Specific Applications"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Personalized Medicine"},{"type":"span","value":": In the realm of personalized medicine, confidence intervals help quantify the uncertainty of predictions for individual patients, thereby guiding treatment decisions with a clearer understanding of risk."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Financial Forecasting"},{"type":"span","value":": Confidence intervals are employed to assess the reliability of financial forecasts, enabling businesses to plan with a degree of certainty about future economic conditions."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Environmental Modeling"},{"type":"span","value":": Predicting climate change impacts benefits from confidence intervals by providing a range within which predicted outcomes are likely to fall, thus aiding policy formulation."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","value":"Deep Learning"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Uncertainty in Predictions"},{"type":"span","value":": Deep learning models, known for their complexity, often yield predictions that are hard to interpret; confidence intervals introduce a measure of uncertainty into these predictions."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Improving Model Trustworthiness"},{"type":"span","value":": By quantifying the uncertainty of predictions from neural networks, machine learning engineers can evaluate the robustness of their models in a transparent manner."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","value":"Communicating Results to Non-Technical Stakeholders"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Enhancing Transparency"},{"type":"span","value":": Confidence intervals offer a straightforward way to communicate the reliability of machine learning findings to stakeholders without requiring deep statistical knowledge."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Building Trust"},{"type":"span","value":": By presenting machine learning results within the framework of confidence intervals, practitioners can foster trust among users and stakeholders by openly acknowledging the limits of model predictions."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","value":"Research and Case Studies"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Academic Research"},{"type":"span","value":": Studies exploring the efficacy of bootstrap confidence intervals in machine learning have shown how these intervals can adapt to the complexity of model estimations, providing accurate and robust measures of uncertainty."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","marks":["strong"],"value":"Industry Applications"},{"type":"span","value":": In sectors ranging from healthcare to finance, case studies have documented the role of confidence intervals in validating the performance of predictive models, ensuring that decisions are based on statistically sound foundations."}]}]}]},{"type":"paragraph","children":[{"type":"span","value":"The applications of confidence intervals in machine learning are as varied as they are critical. From hypothesis testing and model comparison to their role in domain-specific applications and communication of results, confidence intervals serve as a cornerstone for rigorous, transparent, and informed decision-making in the field. Their ability to quantify the uncertainty of predictions and estimations not only enhances the reliability of machine learning models but also underpins the responsible deployment of AI technologies across industries."}]},{"type":"paragraph","children":[{"item":"OcUPVLYOTdiOH90vXDPFbA","type":"inlineItem"}]}]}}},"_updatedAt":"2024-06-16T02:47:19-07:00"},"conversionPanel":{"__typename":"ComponentConversionPanelRecord","id":"181928448","internalName":"[Template Glossary] Conversion Panel","variant":"","heading":"Unlock language AI at scale with an API call.","headingType":"H2","desktopHeadingSize":"md","tabletHeadingSize":"md","mobileHeadingSize":"md","body":{"__typename":"ComponentConversionPanelModelBodyField","blocks":[],"links":[],"value":{"schema":"dast","document":{"type":"root","children":[{"type":"paragraph","children":[{"type":"span","value":"Get conversational intelligence with transcription and understanding on the world's best speech AI platform."}]}]}}},"callToActions":[{"__typename":"ComponentCallToActionRecord","id":"100147828","internalName":"Sign Up Free | Primary","ctaId":"try-deepgram","buttonType":"fill","color":"primary","label":"Sign Up Free","link":"https://console.deepgram.com/signup?jump=stt-demo","openInNewWindow":false,"startIcon":"","endIcon":"","popup":null,"header":"","subheader":"","background":"","layout":""},{"__typename":"ComponentCallToActionRecord","id":"115165020","internalName":"Schedule a Demo","ctaId":"","buttonType":"fill","color":"primary","label":"Schedule a Demo","link":"https://deepgram.com/contact-us/","openInNewWindow":false,"startIcon":"","endIcon":"","popup":null,"header":"","subheader":"","background":"","layout":""}],"form":null,"isGrayBorder":null,"isContained":false,"gradientBackground":""}},"navData":[{"__typename":"TemplateGlossaryRecord","id":"Bgtr26F0Q6mK1IScrMNuSA","slug":"gradient-clipping","title":"Gradient Clipping","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"XIY2ST27QQKF3YEBXH0_dQ","slug":"generative-adversarial-networks","title":"Generative Adversarial Networks (GANs)","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Ao9izSDwR0yzeDjS8Zue_Q","slug":"rule-based-ai","title":"Rule-Based AI","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"AlphPMghRbmjR3ai5xuC8w","slug":"ai-assistants","title":"AI Assistants","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Bq8SZiKiSZCCKlhJU4RP8Q","slug":"ai-voice-agents","title":"AI Voice Agents","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"did2w7TuR52aO8zNSMiF4w","slug":"activation-functions","title":"Activation Functions","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"MbmpNsmETHevvSXJPuo_3w","slug":"dall-e","title":"Dall-E","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"eEBoAT66TKKBbT1v8MK2BQ","slug":"prompt-engineering","title":"Prompt Engineering","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"R8yneRheSLG8YRSIV6294Q","slug":"text-to-speech-models","title":"Text-to-Speech Models","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"ASbPvkseQhCxFeuGKOlTIg","slug":"ai-agents","title":"AI Agents","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"D-LYCqHVTn6Dm961FZrYGQ","slug":"hyperparameters","title":"Hyperparameters","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"R_j-gL_AQBq6KPr-Dd0RwQ","slug":"ai-and-education","title":"AI and Education","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"FNQLmKCcQHad4NcGjMzZ5Q","slug":"ai-and-medicine","title":"AI and Medicine","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"O447_bqURoKkHkC8Mo-4ZQ","slug":"chess-bots","title":"Chess bots","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"coCFf1uWRriPUX-kXj2VpA","slug":"midjourney-image-generation","title":"Midjourney (Image Generation)","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"PPBYl6DHRzSChE28KE5r-g","slug":"distilbert","title":"DistilBERT","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"SmkAoi8jRmOjXGohNoSEmw","slug":"mistral","title":"Mistral","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"XCqL3KU8QGOjCi2vjEjK2A","slug":"xlnet","title":"XLNet","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"H_By1IlSQfG-DsU3-bc3TQ","slug":"benchmarking","title":"Benchmarking","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"188522077","slug":"llama-2","title":"Llama 2","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"A2u56tqFR8CBqoEjOnSmFw","slug":"sentiment-analysis","title":"Sentiment Analysis","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"188534182","slug":"llm-collection","title":"LLM Collection","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"188524210","slug":"chatgpt","title":"ChatGPT","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"R_L-Xd7tQvS_zorXY69NJg","slug":"mixture-of-experts","title":"Mixture of Experts","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"204498515","slug":"latent-dirichlet-allocation","title":"Latent Dirichlet Allocation (LDA)","categoryPage":false,"subcategoryPages":[{"__typename":"TemplateGlossaryRecord","id":"179504024","slug":"techniques","title":"Techniques"}]},{"__typename":"TemplateGlossaryRecord","id":"KMhCpgLeSjy5DQMtpQsvgw","slug":"roberta","title":"RoBERTa","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"XoZlU4vPR4-mpr6mdmD9sw","slug":"rlhf","title":"RLHF","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"RiEs8bA9TGSG-BOtFRXvWQ","slug":"multimodal-ai","title":"Multimodal AI","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"coNNpVJhSGSsnXP7-m1WIA","slug":"transformers","title":"Transformers","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"ckM5kgC_QRiHjJmulhy6aA","slug":"winnow-algorithm","title":"Winnow Algorithm","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"aFsAzepwRj6zqnZSAJH1mw","slug":"k-shingles","title":"k-Shingles","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"bUhMO54NRu2JGH-E5U916g","slug":"flajolet-martin-algorithm","title":"Flajolet-Martin Algorithm","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"AN34UHpCQ-SCcrLIE7CZFg","slug":"batch-gradient-descent","title":"Batch Gradient Descent","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"bknejGlbSOaJOluJXHjs9Q","slug":"cure-algorithm","title":"CURE Algorithm","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"ciaa-zOITFyvTAGVD-ia9w","slug":"online-gradient-descent","title":"Online Gradient Descent","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"O3KDxYe6TCyt4zmnaVLEGw","slug":"zero-shot-classification-models","title":"Zero-shot Classification Models","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"dD8W5uB-QH-E0AuNdsc0pg","slug":"curse-of-dimensionality","title":"Curse of Dimensionality","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"SQ0HV75DR-CLmCUzYvgX-Q","slug":"backpropagation","title":"Backpropagation","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"J6pcWC34TBaLg86zN-9BBQ","slug":"dimensionality-reduction","title":"Dimensionality Reduction","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Y-xcAmSnRz6OI33RwhQAUQ","slug":"multimodal-learning","title":"Multimodal Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"B1viOgUGQvCVT-q5oxhxEw","slug":"gaussian-processes","title":"Gaussian Processes","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Z1fghEWzQMeR_dIXaOdvZg","slug":"ai-voice-transfer","title":"AI Voice Transfer","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"eTo4h3u9QeidxXQSTMMI7w","slug":"gated-recurrent-unit","title":"Gated Recurrent Unit","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"bfA-Z_QhSi20w55S_OZMLQ","slug":"prompt-chaining","title":"Prompt Chaining","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"cRfqWgEIRzSDF1Ykbfr74w","slug":"approximate-dynamic-programming","title":"Approximate Dynamic Programming","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"RF8dag7AT8S0w0Duq4jlVg","slug":"adversarial-machine-learning","title":"Adversarial Machine Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"LzNLbNSdS1-B87RqVLqMCA","slug":"bayesian-machine-learning","title":"Bayesian Machine Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"J09UGN3oQ0inO1-Io2uJYA","slug":"deep-reinforcement-learning","title":"Deep Reinforcement Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"G0VP5rCxTiaPEyeZzxvHOQ","slug":"speech-to-text-models","title":"Speech-to-text models","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Ct0y106HT_uqFeUdObd_WA","slug":"grounding","title":"Grounding","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"bbYq9U7DStm8hVVgslTtwg","slug":"feedforward-neural-network","title":"Feedforward Neural Network","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"HVzyJ39MTUGakOX4i8QV9w","slug":"bert","title":"BERT","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"GY_NlpL3SXe7o-SCAIM4JQ","slug":"gradient-boosting-machines","title":"Gradient Boosting Machines (GBMs)","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"a1AhZD4ETCSJYqVrgfGYOw","slug":"retrieval-augmented-generation","title":"Retrieval-Augmented Generation (RAG)","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"204501183","slug":"perceptron","title":"Perceptron","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"204501164","slug":"overfitting-underfitting","title":"Overfitting and Underfitting","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"189548147","slug":"machine-learning","title":"Machine Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"179501404","slug":"large-language-model","title":"Large Language Model (LLM)","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"200517709","slug":"graphics-processing-unit-gpu","title":"Graphics Processing Unit (GPU)","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"201496498","slug":"diffusion-model","title":"Diffusion Models","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"201154211","slug":"classification","title":"Classification","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"200793338","slug":"tensor-processing-unit-tpu","title":"Tensor Processing Unit (TPU)","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"196854814","slug":"natural-language-processing","title":"Natural Language Processing (NLP)","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"IHnjLPHbQYOHnDu4IgBOCA","slug":"google-bard","title":"Google's Bard","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"GIJJYhHxRUu8Tay-_zocmQ","slug":"openai-whisper","title":"OpenAI Whisper","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"JeAWB1vOQf-CIpxc4MFAtw","slug":"sequence-modeling","title":"Sequence Modeling","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"da6ZCaExSF6u0MQweW724w","slug":"precision-and-recall","title":"Precision and Recall","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Zj8ZRvyiR1efrB8cPmfGWQ","slug":"semantic-kernel","title":"Semantic Kernel","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"QpraH3YJR_efbTAmTLv5zQ","slug":"fine-tuning-deep-learning","title":"Fine Tuning in Deep Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"cAfXc4ZdScKxdEoktJQW2Q","slug":"gradient-scaling","title":"Gradient Scaling","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"bwFICzL2RpGAP1w--nLCpw","slug":"alphago-zero","title":"AlphaGo Zero","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"YTEHgG0TRDSDTIRpMlsabg","slug":"cognitive-map","title":"Cognitive Map","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"BLfo9azwSZiRgZRLBIaPbQ","slug":"keyphrase-extraction","title":"Keyphrase Extraction","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Kgn5vdIeTVqZQ_1b_mAlqA","slug":"multimodal-aI-models-and-modalities","title":"Multimodal AI Models and Modalities","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"YpNC6WXzQn-LpIeEJXmu1A","slug":"hidden-markov-models","title":"Hidden Markov Models (HMMs)","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"197891355","slug":"ai-hardware","title":"AI Hardware","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"204194109","slug":"deep-learning","title":"Deep Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"204185243","slug":"natural-language-generation","title":"Natural Language Generation (NLG)","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"204181940","slug":"natural-language-understanding","title":"Natural Language Understanding (NLU)","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"198660383","slug":"tokenization","title":"Tokenization","categoryPage":false,"subcategoryPages":[{"__typename":"TemplateGlossaryRecord","id":"179504024","slug":"techniques","title":"Techniques"}]},{"__typename":"TemplateGlossaryRecord","id":"203353199","slug":"word-embeddings","title":"Word Embeddings","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"XMrPWqTLQTavlkWIQ-KLwA","slug":"ai-and-finance","title":"AI and Finance","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"U2H88h-qSnORZbML_nB49g","slug":"alphago","title":"AlphaGo","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"FXz7QqXwQpeBTjdqY0oA3A","slug":"ai-recommendation-algorithms","title":"AI Recommendation Algorithms","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Wi-TdYmBRYyYTRyHsqYqiw","slug":"binary-classification-ai","title":"Binary Classification AI","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"A8QjiPQXQsGEzN_8RrpquA","slug":"ai-generated-music","title":"AI Generated Music","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"IGuKj4dQQOKFqA8zFqUy2Q","slug":"neuralink","title":"Neuralink","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"YSol44u5T02s7KoGZbPURA","slug":"ai-video-generation","title":"AI Video Generation","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"HxN-1yAMRZOgouWpzzdDEw","slug":"openai-sora","title":"OpenAI Sora","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Gfb3nOSfRg6P2U3d1I6p3A","slug":"hooke-jeeves-algorithm","title":"Hooke-Jeeves Algorithm","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"KpIO22kyRbOLgeW76Zqfow","slug":"mamba","title":"Mamba","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"200520712","slug":"central-processing-unit-cpu","title":"Central Processing Unit (CPU)","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"193486083","slug":"generative-ai","title":"Generative AI","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"SsDYkicaQb2A_19Q6jIo3A","slug":"representation-learning","title":"Representation Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"MAPy3XtTRtWbgPsggdseNA","slug":"ai-in-customer-service","title":"AI in Customer Service","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"cdQSdxdFTWeX9vKqKwD4OQ","slug":"conditional-variational-autoencoders","title":"Conditional Variational Autoencoders","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"PFn959jeRHi43kR4-OEu9A","slug":"conversational-ai","title":"Conversational AI","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"SjpYYpFsSF-75djFNsk7Ww","slug":"packages-glossary","title":"Packages","categoryPage":true,"subcategoryPages":[{"__typename":"TemplateGlossaryRecord","id":"ZFm_Bmb_TRWBBMxh4NrklQ","slug":"cognitive-architectures","title":"Cognitive Architectures"},{"__typename":"TemplateGlossaryRecord","id":"HQWyc2QLRIilSSbIkjNWvg","slug":"keras","title":"Keras"},{"__typename":"TemplateGlossaryRecord","id":"B2S-5EFhT_26N0JjAkcPkw","slug":"matplotlib","title":"Matplotlib"},{"__typename":"TemplateGlossaryRecord","id":"EMhmVbdaSBGpjcLvQJ2Fgw","slug":"mlops","title":"MLOps"},{"__typename":"TemplateGlossaryRecord","id":"R_slYv1KTMqHYl9q0b5AaA","slug":"natural-language-toolkit-nltk","title":"Natural Language Toolkit (NLTK)"},{"__typename":"TemplateGlossaryRecord","id":"SB7_tiA2T_WA37ZWcghhgg","slug":"numpy","title":"NumPy"},{"__typename":"TemplateGlossaryRecord","id":"F1QXydL0Qby7lPkUx0mfZQ","slug":"pandas","title":"Pandas"},{"__typename":"TemplateGlossaryRecord","id":"Mm78GVtMSR24McvzwF9SNQ","slug":"pytorch","title":"PyTorch"},{"__typename":"TemplateGlossaryRecord","id":"EU98-1F-Sx6VbNX1j_9Z7Q","slug":"scipy","title":"SciPy"},{"__typename":"TemplateGlossaryRecord","id":"NDstK_b8TomZhW8-uopSiw","slug":"scikit-learn","title":"Scikit-learn"},{"__typename":"TemplateGlossaryRecord","id":"TXLwZn3NQNKWoCIvc32fTA","slug":"seaborn-python-package","title":"Seaborn Python Package"},{"__typename":"TemplateGlossaryRecord","id":"D5RriTrYRhqMwTlRNBaftg","slug":"tensorflow","title":"TensorFlow"}]},{"__typename":"TemplateGlossaryRecord","id":"179501395","slug":"models","title":"Models","categoryPage":true,"subcategoryPages":[{"__typename":"TemplateGlossaryRecord","id":"Bq8SZiKiSZCCKlhJU4RP8Q","slug":"ai-voice-agents","title":"AI Voice Agents"},{"__typename":"TemplateGlossaryRecord","id":"U2H88h-qSnORZbML_nB49g","slug":"alphago","title":"AlphaGo"},{"__typename":"TemplateGlossaryRecord","id":"bwFICzL2RpGAP1w--nLCpw","slug":"alphago-zero","title":"AlphaGo Zero"},{"__typename":"TemplateGlossaryRecord","id":"UV7ueNkBQoKSzsHJIzI-vA","slug":"autoregressive-model","title":"Autoregressive Model"},{"__typename":"TemplateGlossaryRecord","id":"HVzyJ39MTUGakOX4i8QV9w","slug":"bert","title":"BERT"},{"__typename":"TemplateGlossaryRecord","id":"188524210","slug":"chatgpt","title":"ChatGPT"},{"__typename":"TemplateGlossaryRecord","id":"O447_bqURoKkHkC8Mo-4ZQ","slug":"chess-bots","title":"Chess bots"},{"__typename":"TemplateGlossaryRecord","id":"ZkxVXXa4TlKsyGkSI24e4g","slug":"continuous-learning-systems","title":"Continuous Learning Systems"},{"__typename":"TemplateGlossaryRecord","id":"MbmpNsmETHevvSXJPuo_3w","slug":"dall-e","title":"Dall-E"},{"__typename":"TemplateGlossaryRecord","id":"201496498","slug":"diffusion-model","title":"Diffusion Models"},{"__typename":"TemplateGlossaryRecord","id":"PPBYl6DHRzSChE28KE5r-g","slug":"distilbert","title":"DistilBERT"},{"__typename":"TemplateGlossaryRecord","id":"JTtsQexWRPqco3HQL_gfIg","slug":"eco-friendly-ai","title":"Eco-friendly AI"},{"__typename":"TemplateGlossaryRecord","id":"FktTmuaPSWGeV23tYub3mQ","slug":"foundation-models","title":"Foundation Models"},{"__typename":"TemplateGlossaryRecord","id":"ZqYCftlkQ5KuxkgThJqduw","slug":"generative-teaching-networks","title":"Generative Teaching Networks"},{"__typename":"TemplateGlossaryRecord","id":"IHnjLPHbQYOHnDu4IgBOCA","slug":"google-bard","title":"Google's Bard"},{"__typename":"TemplateGlossaryRecord","id":"YpNC6WXzQn-LpIeEJXmu1A","slug":"hidden-markov-models","title":"Hidden Markov Models (HMMs)"},{"__typename":"TemplateGlossaryRecord","id":"bJffMNVnS2G2xE3m62Y7JA","slug":"human-centered-ai","title":"Human-centered AI"},{"__typename":"TemplateGlossaryRecord","id":"d-uHZg0MRxK-9YalG92XGg","slug":"inference-engine","title":"Inference Engine"},{"__typename":"TemplateGlossaryRecord","id":"179501404","slug":"large-language-model","title":"Large Language Model (LLM)"},{"__typename":"TemplateGlossaryRecord","id":"188522077","slug":"llama-2","title":"Llama 2"},{"__typename":"TemplateGlossaryRecord","id":"Dh86zYi1QXC53TibmuALfQ","slug":"limited-memory-ai","title":"Limited Memory AI"},{"__typename":"TemplateGlossaryRecord","id":"188534182","slug":"llm-collection","title":"LLM Collection"},{"__typename":"TemplateGlossaryRecord","id":"KpIO22kyRbOLgeW76Zqfow","slug":"mamba","title":"Mamba"},{"__typename":"TemplateGlossaryRecord","id":"YqRod7TPRY6Z5-JReTgVFg","slug":"metacognitive-learning-models ","title":"Metacognitive Learning Models "},{"__typename":"TemplateGlossaryRecord","id":"coCFf1uWRriPUX-kXj2VpA","slug":"midjourney-image-generation","title":"Midjourney (Image Generation)"},{"__typename":"TemplateGlossaryRecord","id":"SmkAoi8jRmOjXGohNoSEmw","slug":"mistral","title":"Mistral"},{"__typename":"TemplateGlossaryRecord","id":"RZJyfHpLT4G4jqpIiT1P1w","slug":"multi-agent-systems","title":"Multi-Agent Systems"},{"__typename":"TemplateGlossaryRecord","id":"Kgn5vdIeTVqZQ_1b_mAlqA","slug":"multimodal-aI-models-and-modalities","title":"Multimodal AI Models and Modalities"},{"__typename":"TemplateGlossaryRecord","id":"IGuKj4dQQOKFqA8zFqUy2Q","slug":"neuralink","title":"Neuralink"},{"__typename":"TemplateGlossaryRecord","id":"HxN-1yAMRZOgouWpzzdDEw","slug":"openai-sora","title":"OpenAI Sora"},{"__typename":"TemplateGlossaryRecord","id":"GIJJYhHxRUu8Tay-_zocmQ","slug":"openai-whisper","title":"OpenAI Whisper"},{"__typename":"TemplateGlossaryRecord","id":"204501183","slug":"perceptron","title":"Perceptron"},{"__typename":"TemplateGlossaryRecord","id":"Ie38xRH6T2K3tMlV8CS5ow","slug":"probabilistic-models-in-machine-learning","title":"Probabilistic Models in Machine Learning"},{"__typename":"TemplateGlossaryRecord","id":"KMhCpgLeSjy5DQMtpQsvgw","slug":"roberta","title":"RoBERTa"},{"__typename":"TemplateGlossaryRecord","id":"Ao9izSDwR0yzeDjS8Zue_Q","slug":"rule-based-ai","title":"Rule-Based AI"},{"__typename":"TemplateGlossaryRecord","id":"fnOltJOjTfqZYkqGOX1-0g","slug":"self-healing-ai","title":"Self-healing AI"},{"__typename":"TemplateGlossaryRecord","id":"G0VP5rCxTiaPEyeZzxvHOQ","slug":"speech-to-text-models","title":"Speech-to-text models"},{"__typename":"TemplateGlossaryRecord","id":"HQ1VAEPHRTO5ublcntg6_A","slug":"support-vector-machines-svm","title":"Support Vector Machines (SVM)"},{"__typename":"TemplateGlossaryRecord","id":"R8yneRheSLG8YRSIV6294Q","slug":"text-to-speech-models","title":"Text-to-Speech Models"},{"__typename":"TemplateGlossaryRecord","id":"LRghvBpcTwagUqAbeLAFsg","slug":"whisper-v2","title":"Whisper v2"},{"__typename":"TemplateGlossaryRecord","id":"AOXPWCaFRgqdphjufJoYhg","slug":"whisper-v3","title":"Whisper v3"},{"__typename":"TemplateGlossaryRecord","id":"XCqL3KU8QGOjCi2vjEjK2A","slug":"xlnet","title":"XLNet"}]},{"__typename":"TemplateGlossaryRecord","id":"185391405","slug":"fundamentals","title":"Fundamentals","categoryPage":true,"subcategoryPages":[{"__typename":"TemplateGlossaryRecord","id":"B7YBdzqtQ9Sm9U7QTkTiag","slug":"ablation","title":"Ablation"},{"__typename":"TemplateGlossaryRecord","id":"CFhAnLbOQ6qZnyGx80X0Ug","slug":"accuracy","title":"Accuracy in Machine Learning"},{"__typename":"TemplateGlossaryRecord","id":"ZANDcjQRSvS6ms800J3elQ","slug":"active-learning","title":"Active Learning (Machine Learning)"},{"__typename":"TemplateGlossaryRecord","id":"RF8dag7AT8S0w0Duq4jlVg","slug":"adversarial-machine-learning","title":"Adversarial Machine Learning"},{"__typename":"TemplateGlossaryRecord","id":"Zmxx7FnnSkiQ9bKUGonE2Q","slug":"affective-ai","title":"Affective AI"},{"__typename":"TemplateGlossaryRecord","id":"ASbPvkseQhCxFeuGKOlTIg","slug":"ai-agents","title":"AI Agents"},{"__typename":"TemplateGlossaryRecord","id":"R_j-gL_AQBq6KPr-Dd0RwQ","slug":"ai-and-education","title":"AI and Education"},{"__typename":"TemplateGlossaryRecord","id":"XMrPWqTLQTavlkWIQ-KLwA","slug":"ai-and-finance","title":"AI and Finance"},{"__typename":"TemplateGlossaryRecord","id":"FNQLmKCcQHad4NcGjMzZ5Q","slug":"ai-and-medicine","title":"AI and Medicine"},{"__typename":"TemplateGlossaryRecord","id":"AlphPMghRbmjR3ai5xuC8w","slug":"ai-assistants","title":"AI Assistants"},{"__typename":"TemplateGlossaryRecord","id":"OiGnuVIoRc2LR9M9yD0Ykw","slug":"ai-detection","title":"AI Detection"},{"__typename":"TemplateGlossaryRecord","id":"UjwASJbQThOOh41ARdUwOw","slug":"ai-ethics","title":"AI Ethics"},{"__typename":"TemplateGlossaryRecord","id":"A8QjiPQXQsGEzN_8RrpquA","slug":"ai-generated-music","title":"AI Generated Music"},{"__typename":"TemplateGlossaryRecord","id":"BN_T-lcrSCmoHPvJbHgSDw","slug":"ai-hallucinations","title":"AI Hallucinations"},{"__typename":"TemplateGlossaryRecord","id":"197891355","slug":"ai-hardware","title":"AI Hardware"},{"__typename":"TemplateGlossaryRecord","id":"MAPy3XtTRtWbgPsggdseNA","slug":"ai-in-customer-service","title":"AI in Customer Service"},{"__typename":"TemplateGlossaryRecord","id":"VN4LHt9RTHyqDYf4NvOkmw","slug":"ai-interpretability","title":"AI Interpretability"},{"__typename":"TemplateGlossaryRecord","id":"T6VUq1GCTAmd40u8DOFojg","slug":"ai-lifecycle-management","title":"AI Lifecycle Management"},{"__typename":"TemplateGlossaryRecord","id":"eMSGlorpS4meip0t8AkSkQ","slug":"ai-literacy","title":"AI Literacy"},{"__typename":"TemplateGlossaryRecord","id":"fJ7V10dnT4Wrvr0okP5LeQ","slug":"ai-monitoring","title":"AI Monitoring"},{"__typename":"TemplateGlossaryRecord","id":"TGa_4809RRSrp1xS6OkP4Q","slug":"ai-oversight","title":"AI Oversight"},{"__typename":"TemplateGlossaryRecord","id":"DKl3fOcZS_S0fpQ4EIQBfw","slug":"ai-privacy","title":"AI Privacy"},{"__typename":"TemplateGlossaryRecord","id":"PcthLNc8Q3OeWAWvQW0RyA","slug":"ai-prototyping","title":"AI Prototyping"},{"__typename":"TemplateGlossaryRecord","id":"FXz7QqXwQpeBTjdqY0oA3A","slug":"ai-recommendation-algorithms","title":"AI Recommendation Algorithms"},{"__typename":"TemplateGlossaryRecord","id":"NIOHQWqxQ7KMgCwZvAwsNA","slug":"ai-regulation","title":"AI Regulation"},{"__typename":"TemplateGlossaryRecord","id":"RD7m0kgFTCeQjDvExxrLkw","slug":"ai-resilience","title":"AI Resilience"},{"__typename":"TemplateGlossaryRecord","id":"HdjrkkKeR3OOirnCxT6JHQ","slug":"ai-robustness","title":"AI Robustness"},{"__typename":"TemplateGlossaryRecord","id":"QuaiL-NvTtu1p2N_iJLcqA","slug":"ai-safety","title":"AI Safety"},{"__typename":"TemplateGlossaryRecord","id":"C91binFCSd2oumBsCcYkFg","slug":"ai-scalability","title":"AI Scalability"},{"__typename":"TemplateGlossaryRecord","id":"TRwNNgKKRcGJhPtFzN5dMw","slug":"ai-simulation","title":"AI Simulation"},{"__typename":"TemplateGlossaryRecord","id":"Z7NVb91OSB2r1BwHaGNzeg","slug":"ai-standards","title":"AI Standards"},{"__typename":"TemplateGlossaryRecord","id":"OTog3YGBTJm4JJ6UzmBi_w","slug":"ai-steering","title":"AI Steering"},{"__typename":"TemplateGlossaryRecord","id":"JVbUE15KQ4iCkdj-55o5cw","slug":"ai-transparency","title":"AI Transparency"},{"__typename":"TemplateGlossaryRecord","id":"YSol44u5T02s7KoGZbPURA","slug":"ai-video-generation","title":"AI Video Generation"},{"__typename":"TemplateGlossaryRecord","id":"Z1fghEWzQMeR_dIXaOdvZg","slug":"ai-voice-transfer","title":"AI Voice Transfer"},{"__typename":"TemplateGlossaryRecord","id":"cRfqWgEIRzSDF1Ykbfr74w","slug":"approximate-dynamic-programming","title":"Approximate Dynamic Programming"},{"__typename":"TemplateGlossaryRecord","id":"dAVzIpZ_R0GWo4JZDM9EZw","slug":"artificial-super-intelligence","title":"Artificial Super Intelligence"},{"__typename":"TemplateGlossaryRecord","id":"SQ0HV75DR-CLmCUzYvgX-Q","slug":"backpropagation","title":"Backpropagation"},{"__typename":"TemplateGlossaryRecord","id":"LzNLbNSdS1-B87RqVLqMCA","slug":"bayesian-machine-learning","title":"Bayesian Machine Learning"},{"__typename":"TemplateGlossaryRecord","id":"HlrejLeKRwiCN3FBtnimxw","slug":"bias-variance-tradeoff","title":"Bias-Variance Tradeoff"},{"__typename":"TemplateGlossaryRecord","id":"Wi-TdYmBRYyYTRyHsqYqiw","slug":"binary-classification-ai","title":"Binary Classification AI"},{"__typename":"TemplateGlossaryRecord","id":"YtOvqTUxRNeSonwiq1Qe3g","slug":"chatbots","title":"Chatbots"},{"__typename":"TemplateGlossaryRecord","id":"RspSxK-WS-GLIaDlO-2fBQ","slug":"clustering","title":"Clustering in Machine Learning"},{"__typename":"TemplateGlossaryRecord","id":"E6dC-4F4Rq-7JzLu7QS0qQ","slug":"composite-ai","title":"Composite AI"},{"__typename":"TemplateGlossaryRecord","id":"GhYWQZX0TcmqQOCAY0kVdw","slug":"confirmation-bias","title":"Confirmation Bias in Machine Learning"},{"__typename":"TemplateGlossaryRecord","id":"PFn959jeRHi43kR4-OEu9A","slug":"conversational-ai","title":"Conversational AI"},{"__typename":"TemplateGlossaryRecord","id":"Jl6QF3CMRhKI7Y6rnVdUig","slug":"convolutional-neural-networks","title":"Convolutional Neural Networks"},{"__typename":"TemplateGlossaryRecord","id":"IxPUqg2BRHa01pzCWtjp_w","slug":"counterfactual-explanations-in-ai","title":"Counterfactual Explanations in AI"},{"__typename":"TemplateGlossaryRecord","id":"dD8W5uB-QH-E0AuNdsc0pg","slug":"curse-of-dimensionality","title":"Curse of Dimensionality"},{"__typename":"TemplateGlossaryRecord","id":"GROZREZFRSuobDcgNEn7Mw","slug":"data-labeling","title":"Data Labeling"},{"__typename":"TemplateGlossaryRecord","id":"204194109","slug":"deep-learning","title":"Deep Learning"},{"__typename":"TemplateGlossaryRecord","id":"J09UGN3oQ0inO1-Io2uJYA","slug":"deep-reinforcement-learning","title":"Deep Reinforcement Learning"},{"__typename":"TemplateGlossaryRecord","id":"SIaAIL6_QjGUSzjacijueQ","slug":"differential-privacy","title":"Differential Privacy"},{"__typename":"TemplateGlossaryRecord","id":"J6pcWC34TBaLg86zN-9BBQ","slug":"dimensionality-reduction","title":"Dimensionality Reduction"},{"__typename":"TemplateGlossaryRecord","id":"UzwQBrVwQQmciFyqPW-bpA","slug":"embedding-layer","title":"Embedding Layer"},{"__typename":"TemplateGlossaryRecord","id":"QHupfbQ-Rc6xQEalKOfOqg","slug":"emergent-behavior","title":"Emergent Behavior"},{"__typename":"TemplateGlossaryRecord","id":"OvuxKpooSLuJXgMy6ZQB5w","slug":"entropy","title":"Entropy in Machine Learning"},{"__typename":"TemplateGlossaryRecord","id":"WEPEpGkLRtmGyxgv63QnHg","slug":"ethical-ai","title":"Ethical AI"},{"__typename":"TemplateGlossaryRecord","id":"Wchl_TM3SImL6t6J-_CbMQ","slug":"explainable-ai","title":"Explainable AI"},{"__typename":"TemplateGlossaryRecord","id":"NV2OZR6tQwS791iDfbEIfg","slug":"f1-score-machine-learning","title":"F1 Score in Machine Learning"},{"__typename":"TemplateGlossaryRecord","id":"YIP7v52KSlW0Q9er91VSCQ","slug":"f2-score","title":"F2 Score"},{"__typename":"TemplateGlossaryRecord","id":"bbYq9U7DStm8hVVgslTtwg","slug":"feedforward-neural-network","title":"Feedforward Neural Network"},{"__typename":"TemplateGlossaryRecord","id":"QpraH3YJR_efbTAmTLv5zQ","slug":"fine-tuning-deep-learning","title":"Fine Tuning in Deep Learning"},{"__typename":"TemplateGlossaryRecord","id":"eTo4h3u9QeidxXQSTMMI7w","slug":"gated-recurrent-unit","title":"Gated Recurrent Unit"},{"__typename":"TemplateGlossaryRecord","id":"193486083","slug":"generative-ai","title":"Generative AI"},{"__typename":"TemplateGlossaryRecord","id":"Df-x8aE4Q0OmjPGJLYPsMg","slug":"graph-neural-networks","title":"Graph Neural Networks"},{"__typename":"TemplateGlossaryRecord","id":"TKS21NmSRyuv_KOFNO-jjg","slug":"ground-truth","title":"Ground Truth in Machine Learning"},{"__typename":"TemplateGlossaryRecord","id":"MUT5y9qEQaGUFmFqzJGAEQ","slug":"hidden-layer","title":"Hidden Layer"},{"__typename":"TemplateGlossaryRecord","id":"CsMTHyPGQPC61MNih5XOaA","slug":"human-augmentation-with-ai","title":"Human Augmentation with AI"},{"__typename":"TemplateGlossaryRecord","id":"aMmj0puQSpaDaEbyJKGehA","slug":"hyperparameter-tuning","title":"Hyperparameter Tuning"},{"__typename":"TemplateGlossaryRecord","id":"IY1xzqWRSmOilW2z3Nw1tg","slug":"intelligent-document-processing","title":"Intelligent Document Processing"},{"__typename":"TemplateGlossaryRecord","id":"179501404","slug":"large-language-model","title":"Large Language Model (LLM)"},{"__typename":"TemplateGlossaryRecord","id":"TCgbbGYSQFSDEGIXssxdUA","slug":"loss-function","title":"Loss Function"},{"__typename":"TemplateGlossaryRecord","id":"189548147","slug":"machine-learning","title":"Machine Learning"},{"__typename":"TemplateGlossaryRecord","id":"GAhBmH3kSTCKLHYzURNVeA","slug":"machine-learning-algorithmic-trading","title":"Machine Learning in Algorithmic Trading"},{"__typename":"TemplateGlossaryRecord","id":"eVnfeIt3Q4ucYJx5A2Ldcw","slug":"model-drift","title":"Model Drift"},{"__typename":"TemplateGlossaryRecord","id":"Y-xcAmSnRz6OI33RwhQAUQ","slug":"multimodal-learning","title":"Multimodal Learning"},{"__typename":"TemplateGlossaryRecord","id":"204185243","slug":"natural-language-generation","title":"Natural Language Generation (NLG)"},{"__typename":"TemplateGlossaryRecord","id":"196854814","slug":"natural-language-processing","title":"Natural Language Processing (NLP)"},{"__typename":"TemplateGlossaryRecord","id":"QqSMZX7TTlqdxD0MTIVBtA","slug":"natural-language-querying","title":"Natural Language Querying (NLQ)"},{"__typename":"TemplateGlossaryRecord","id":"204181940","slug":"natural-language-understanding","title":"Natural Language Understanding (NLU)"},{"__typename":"TemplateGlossaryRecord","id":"JZs4T1P0REKPcpkx4_Gitw","slug":"neural-text-to-speech-ntts","title":"Neural Text-to-Speech (NTTS)"},{"__typename":"TemplateGlossaryRecord","id":"bsdgtX4YTFaJKjGvZI4Twg","slug":"neuroevolution","title":"Neuroevolution"},{"__typename":"TemplateGlossaryRecord","id":"RRnHRt9sTNGE-WoMqAUa8w","slug":"objective-function","title":"Objective Function"},{"__typename":"TemplateGlossaryRecord","id":"da6ZCaExSF6u0MQweW724w","slug":"precision-and-recall","title":"Precision and Recall"},{"__typename":"TemplateGlossaryRecord","id":"ROUvlJ9_QRe6gqgUxXp-Mg","slug":"pretraining","title":"Pretraining"},{"__typename":"TemplateGlossaryRecord","id":"bsgRhgQqTj27fUqyrKyzvQ","slug":"recurrent-neural-networks","title":"Recurrent Neural Networks"},{"__typename":"TemplateGlossaryRecord","id":"coNNpVJhSGSsnXP7-m1WIA","slug":"transformers","title":"Transformers"},{"__typename":"TemplateGlossaryRecord","id":"TXpG4TrpSy6ZW_Rgu1x7AQ","slug":"unsupervised-learning","title":"Unsupervised Learning"},{"__typename":"TemplateGlossaryRecord","id":"IP8B-RnqSSmhfyRhhjrZaA","slug":"voice-cloning","title":"Voice Cloning"},{"__typename":"TemplateGlossaryRecord","id":"O3KDxYe6TCyt4zmnaVLEGw","slug":"zero-shot-classification-models","title":"Zero-shot Classification Models"},{"__typename":"TemplateGlossaryRecord","id":"AVnW1zBwR42wdR83yiVNrg","slug":"machine-learning-neuron","title":"Machine Learning Neuron"},{"__typename":"TemplateGlossaryRecord","id":"Mow3q3MERByXSEvg7iFAPQ","slug":"reproducibility-machine-learning","title":"Reproducibility in Machine Learning"},{"__typename":"TemplateGlossaryRecord","id":"XGs_3uyCS1axtvaWRnBesQ","slug":"semi-supervised-learning","title":"Semi-Supervised Learning"},{"__typename":"TemplateGlossaryRecord","id":"DtebKEzmRiKDy3SVNcxrkA","slug":"supervised-learning","title":"Supervised Learning"},{"__typename":"TemplateGlossaryRecord","id":"HJRZVC7MQX2dOw1fXF7f_g","slug":"uncertainty-machine-learning","title":"Uncertainty in Machine Learning"}]},{"__typename":"TemplateGlossaryRecord","id":"ScIrfkHQRaeshfzot1ZsSQ","slug":"datasets","title":"Datasets","categoryPage":true,"subcategoryPages":[{"__typename":"TemplateGlossaryRecord","id":"bWr6vjAfRiyYRhdav3e-Xg","slug":"ai-and-big-data","title":"AI and Big Data"},{"__typename":"TemplateGlossaryRecord","id":"XLNcEgHTSmC4oMSeUk5ynQ","slug":"common-crawl-datasets","title":"Common Crawl Datasets"},{"__typename":"TemplateGlossaryRecord","id":"Na4AC0wGTe6UWz0M6QBtKw","slug":"corpus","title":"Corpus in NLP"},{"__typename":"TemplateGlossaryRecord","id":"djkv2sOZSPC96rbls7TplQ","slug":"data-drift","title":"Data Drift"},{"__typename":"TemplateGlossaryRecord","id":"N6DYSMpiRvK75Lf47h79lg","slug":"data-poisoning","title":"Data Poisoning"},{"__typename":"TemplateGlossaryRecord","id":"ILU6a__IQLGWCNd2B3zMBw","slug":"data-scarcity","title":"Data Scarcity"},{"__typename":"TemplateGlossaryRecord","id":"LQhC2qC8Q7-hlPo-BsYZng","slug":"ego-4d","title":"Ego 4D"},{"__typename":"TemplateGlossaryRecord","id":"Xw53sUjFT1ehPCN3B7g4Ug","slug":"imagenet","title":"ImageNet"},{"__typename":"TemplateGlossaryRecord","id":"T8dw41urTm2lX38LRX3f0g","slug":"squad","title":"SQuAD"},{"__typename":"TemplateGlossaryRecord","id":"ElS6bW2uRdeFoqwMVALAfQ","slug":"the-pile","title":"The Pile"},{"__typename":"TemplateGlossaryRecord","id":"UYwBH037S2SSzHyl8asKKg","slug":"imbalanced-data","title":"Imbalanced Data"},{"__typename":"TemplateGlossaryRecord","id":"PIRh4fajTvO1i_deZX89EQ","slug":"machine-learning-bias","title":"Machine Learning Bias"},{"__typename":"TemplateGlossaryRecord","id":"WL10qNRJQNijDCMZFT7xPw","slug":"synthetic-data-for-ai-training","title":"Synthetic Data for AI Training"},{"__typename":"TemplateGlossaryRecord","id":"D5HDyrAFRwKjmW9rv9fFxg","slug":"test-data-set","title":"Test Data Set"},{"__typename":"TemplateGlossaryRecord","id":"Ps8_B2-SQ7KZ1PdS3mgDTw","slug":"validation-data-set","title":"Validation Data Set"}]},{"__typename":"TemplateGlossaryRecord","id":"179504024","slug":"techniques","title":"Techniques","categoryPage":true,"subcategoryPages":[{"__typename":"TemplateGlossaryRecord","id":"RNbMdcWVSrqcKf3OruQV5g","slug":"acoustic-models","title":"Acoustic Models"},{"__typename":"TemplateGlossaryRecord","id":"did2w7TuR52aO8zNSMiF4w","slug":"activation-functions","title":"Activation Functions"},{"__typename":"TemplateGlossaryRecord","id":"VP89Glk6S9SPA8h_ugUTqw","slug":"adagrad","title":"AdaGrad"},{"__typename":"TemplateGlossaryRecord","id":"LLPiokRWR0On-xhJDPom7g","slug":"ai-alignment","title":"AI Alignment"},{"__typename":"TemplateGlossaryRecord","id":"J99w1jVRTI2FIQErp7QS2w","slug":"ai-emotion-recognition","title":"AI Emotion Recognition"},{"__typename":"TemplateGlossaryRecord","id":"UDIGQaPaQx-2VpSzmj4awg","slug":"ai-guardrails","title":"AI Guardrails"},{"__typename":"TemplateGlossaryRecord","id":"Nf3cikfERL-b4l5j4YbSew","slug":"ai-speech-enhancement","title":"AI Speech Enhancement"},{"__typename":"TemplateGlossaryRecord","id":"K2z_AI0MT6OvigK44d203Q","slug":"articulatory-synthesis","title":"Articulatory Synthesis"},{"__typename":"TemplateGlossaryRecord","id":"VLprW2bOSPKJUXBm55EGjw","slug":"association-rule-learning","title":"Association Rule Learning"},{"__typename":"TemplateGlossaryRecord","id":"NxZwKfHFT2K5HMp9hlrKrQ","slug":"attention-mechanisms","title":"Attention Mechanisms"},{"__typename":"TemplateGlossaryRecord","id":"Envc7lrAShW166DAHcb6dg","slug":"augmented-intelligence","title":"Augmented Intelligence"},{"__typename":"TemplateGlossaryRecord","id":"FyMdx055Q_e9ErX2RQLGmA","slug":"auto-classification","title":"Auto Classification"},{"__typename":"TemplateGlossaryRecord","id":"OsC6N0gDQTOM6B9QpksS6w","slug":"autoencoder","title":"Autoencoder"},{"__typename":"TemplateGlossaryRecord","id":"UV7ueNkBQoKSzsHJIzI-vA","slug":"autoregressive-model","title":"Autoregressive Model"},{"__typename":"TemplateGlossaryRecord","id":"AN34UHpCQ-SCcrLIE7CZFg","slug":"batch-gradient-descent","title":"Batch Gradient Descent"},{"__typename":"TemplateGlossaryRecord","id":"eAyTpP2UQDeghAsKepHMTg","slug":"beam-search-algorithm","title":"Beam Search Algorithm"},{"__typename":"TemplateGlossaryRecord","id":"H_By1IlSQfG-DsU3-bc3TQ","slug":"benchmarking","title":"Benchmarking"},{"__typename":"TemplateGlossaryRecord","id":"V8cVg7zuRIuy897iCY6hRg","slug":"boosting","title":"Boosting in Machine Learning"},{"__typename":"TemplateGlossaryRecord","id":"a99-zGutTuiLoNNniR_S0g","slug":"candidate-sampling","title":"Candidate Sampling"},{"__typename":"TemplateGlossaryRecord","id":"Opv9L-85QNe3wx9tfXWOzA","slug":"capsule-neural-network","title":"Capsule Neural Network"},{"__typename":"TemplateGlossaryRecord","id":"ADZLzxiUSJG0PkZtkL587w","slug":"causal-inference","title":"Causal Inference"},{"__typename":"TemplateGlossaryRecord","id":"201154211","slug":"classification","title":"Classification"},{"__typename":"TemplateGlossaryRecord","id":"XvasOHc7SHmJB-_vKfIe1w","slug":"clustering-algorithms","title":"Clustering Algorithms"},{"__typename":"TemplateGlossaryRecord","id":"eY7M5ZYzR0WjEfc9JRQQHA","slug":"cognitive-computing","title":"Cognitive Computing"},{"__typename":"TemplateGlossaryRecord","id":"YTEHgG0TRDSDTIRpMlsabg","slug":"cognitive-map","title":"Cognitive Map"},{"__typename":"TemplateGlossaryRecord","id":"UpRYEVINQRKU1DN01wIp_g","slug":"collaborative-filtering","title":"Collaborative Filtering"},{"__typename":"TemplateGlossaryRecord","id":"T5ZlQ9RMQTmHBJVXt9sw3g","slug":"computational-creativity","title":"Computational Creativity"},{"__typename":"TemplateGlossaryRecord","id":"dSnVFqQhTCm3InNh_1TDPg","slug":"computational-lingustics","title":"Computational Linguistics"},{"__typename":"TemplateGlossaryRecord","id":"UaRPpZkvSASBVTkv4NaeTw","slug":"computational-phenotyping","title":"Computational Phenotyping"},{"__typename":"TemplateGlossaryRecord","id":"KilaRheZSf69Dj2EDxsJYw","slug":"computational-semantics","title":"Computational Semantics"},{"__typename":"TemplateGlossaryRecord","id":"cdQSdxdFTWeX9vKqKwD4OQ","slug":"conditional-variational-autoencoders","title":"Conditional Variational Autoencoders"},{"__typename":"TemplateGlossaryRecord","id":"J8JwdUaRTS2EUQIHvhiATQ","slug":"concatenative-synthesis","title":"Concatenative Synthesis"},{"__typename":"TemplateGlossaryRecord","id":"HN35MvNlTrmltLsdT_zpXA","slug":"confidence-intervals","title":"Confidence Intervals in Machine Learning"},{"__typename":"TemplateGlossaryRecord","id":"Si8hHQxESpiNyBV1K2AKkg","slug":"context-aware-computing","title":"Context-Aware Computing"},{"__typename":"TemplateGlossaryRecord","id":"anVwY3gpSEKOfpcTQBNFQQ","slug":"contrastive-learning","title":"Contrastive Learning"},{"__typename":"TemplateGlossaryRecord","id":"bypGf-H5S6aZlGD__WoqdA","slug":"cross-validation","title":"Cross Validation in Machine Learning"},{"__typename":"TemplateGlossaryRecord","id":"bknejGlbSOaJOluJXHjs9Q","slug":"cure-algorithm","title":"CURE Algorithm"},{"__typename":"TemplateGlossaryRecord","id":"dqZPpznbTWezvIgOESYP4Q","slug":"data-augmentation","title":"Data Augmentation"},{"__typename":"TemplateGlossaryRecord","id":"djkv2sOZSPC96rbls7TplQ","slug":"data-drift","title":"Data Drift"},{"__typename":"TemplateGlossaryRecord","id":"MCFPFQseS_y8K1gVze0JDA","slug":"decision-intelligence","title":"Decision Intelligence"},{"__typename":"TemplateGlossaryRecord","id":"bpi2w_7XR1eaedHHgFpUaw","slug":"decision-tree","title":"Decision Tree"},{"__typename":"TemplateGlossaryRecord","id":"KJHvAssyQRWFA7AbfFCvVA","slug":"deepfake-detection","title":"Deepfake Detection"},{"__typename":"TemplateGlossaryRecord","id":"CWO413KDSZKI8dOLtsvPEw","slug":"diffusion","title":"Diffusion"},{"__typename":"TemplateGlossaryRecord","id":"dycOiN0QSDyj6NcHcwo4tg","slug":"domain-adaptation","title":"Domain Adaptation"},{"__typename":"TemplateGlossaryRecord","id":"aYvqoTJARsSeQDnXWfTMdQ","slug":"double-descent","title":"Double Descent"},{"__typename":"TemplateGlossaryRecord","id":"Z3POln6ATjW56JLnuZvRLg","slug":"end-to-end-learning","title":"End-to-end Learning"},{"__typename":"TemplateGlossaryRecord","id":"dqQhqjIVQDKtgGhTTQvYBg","slug":"ensemble-learning","title":"Ensemble Learning"},{"__typename":"TemplateGlossaryRecord","id":"GjCZ1evIQUyTcKde6FPp-Q","slug":"epoch","title":"Epoch in Machine Learning"},{"__typename":"TemplateGlossaryRecord","id":"ASSqPmGFQ7iEYAFPfOMEWg","slug":"evolutionary-algorithms","title":"Evolutionary Algorithms"},{"__typename":"TemplateGlossaryRecord","id":"K8LrvWCuQY2QnCn9T75wEA","slug":"expectation-maximization","title":"Expectation Maximization"},{"__typename":"TemplateGlossaryRecord","id":"e6toYRdqT9G-besulUbEgg","slug":"feature-learning","title":"Feature Learning"},{"__typename":"TemplateGlossaryRecord","id":"SAg9jkg9QtmMn58Fzg5h5g","slug":"feature-selection","title":"Feature Selection"},{"__typename":"TemplateGlossaryRecord","id":"Hq1uPk3RTXi_xGUDQNEGdg","slug":"feature-store-for-machine-learning","title":"Feature Store for Machine Learning"},{"__typename":"TemplateGlossaryRecord","id":"f5GJ61A4TQSGuq_74J_bTw","slug":"federated-learning","title":"Federated Learning"},{"__typename":"TemplateGlossaryRecord","id":"dP0aPxbZS-OXhkywJGa0ZA","slug":"few-shot-learning","title":"Few Shot Learning"},{"__typename":"TemplateGlossaryRecord","id":"bUhMO54NRu2JGH-E5U916g","slug":"flajolet-martin-algorithm","title":"Flajolet-Martin Algorithm"},{"__typename":"TemplateGlossaryRecord","id":"eVSdLSPMT_atnAP7ts5Jyg","slug":"forward-propagation","title":"Forward Propagation"},{"__typename":"TemplateGlossaryRecord","id":"B1viOgUGQvCVT-q5oxhxEw","slug":"gaussian-processes","title":"Gaussian Processes"},{"__typename":"TemplateGlossaryRecord","id":"XIY2ST27QQKF3YEBXH0_dQ","slug":"generative-adversarial-networks","title":"Generative Adversarial Networks (GANs)"},{"__typename":"TemplateGlossaryRecord","id":"HJAaY3WwTKiV2U3TQKRgmQ","slug":"genetic-algorithms","title":"Genetic Algorithms in AI"},{"__typename":"TemplateGlossaryRecord","id":"GY_NlpL3SXe7o-SCAIM4JQ","slug":"gradient-boosting-machines","title":"Gradient Boosting Machines (GBMs)"},{"__typename":"TemplateGlossaryRecord","id":"Bgtr26F0Q6mK1IScrMNuSA","slug":"gradient-clipping","title":"Gradient Clipping"},{"__typename":"TemplateGlossaryRecord","id":"cAfXc4ZdScKxdEoktJQW2Q","slug":"gradient-scaling","title":"Gradient Scaling"},{"__typename":"TemplateGlossaryRecord","id":"FhMqdnNVTgSsZnzE_QyaXg","slug":"grapheme-to-phoneme-conversion-g2p","title":"Grapheme-to-Phoneme Conversion (G2P)"},{"__typename":"TemplateGlossaryRecord","id":"Ct0y106HT_uqFeUdObd_WA","slug":"grounding","title":"Grounding"},{"__typename":"TemplateGlossaryRecord","id":"amz_5eAWTCiRyZBEOjWmNQ","slug":"human-in-the-loop-ai","title":"Human-in-the-Loop AI"},{"__typename":"TemplateGlossaryRecord","id":"D-LYCqHVTn6Dm961FZrYGQ","slug":"hyperparameters","title":"Hyperparameters"},{"__typename":"TemplateGlossaryRecord","id":"PQucdiNqS7OYX2Ivcj6e2w","slug":"homograph-disambiguation","title":"Homograph Disambiguation"},{"__typename":"TemplateGlossaryRecord","id":"Gfb3nOSfRg6P2U3d1I6p3A","slug":"hooke-jeeves-algorithm","title":"Hooke-Jeeves Algorithm"},{"__typename":"TemplateGlossaryRecord","id":"MGAfPqimSDGY4KAmB7v0ZA","slug":"hybrid-ai","title":"Hybrid AI"},{"__typename":"TemplateGlossaryRecord","id":"OdT4513VRQC41V3LQx0MZQ","slug":"image-recognition","title":"Image Recognition"},{"__typename":"TemplateGlossaryRecord","id":"Hv-DeyAlQMKlpK6KkzDMxg","slug":"incremental-learning","title":"Incremental Learning"},{"__typename":"TemplateGlossaryRecord","id":"eRn64OMzRaqRAcgwur_5FA","slug":"inductive-bias","title":"Inductive Bias"},{"__typename":"TemplateGlossaryRecord","id":"cUsg9qJNTeyCD3cBXjELlA","slug":"information-retrieval","title":"Information Retrieval"},{"__typename":"TemplateGlossaryRecord","id":"AaHBVH64RRGx28mUJwHVsg","slug":"instruction-tuning","title":"Instruction Tuning"},{"__typename":"TemplateGlossaryRecord","id":"BLfo9azwSZiRgZRLBIaPbQ","slug":"keyphrase-extraction","title":"Keyphrase Extraction"},{"__typename":"TemplateGlossaryRecord","id":"YWsS9I_pSNiy04nCCatw-w","slug":"knowledge-distillation","title":"Knowledge Distillation"},{"__typename":"TemplateGlossaryRecord","id":"OQeDGhH3QjWEv9sflj_xeA","slug":"knowledge-representation-and-reasoning","title":"Knowledge Representation and Reasoning"},{"__typename":"TemplateGlossaryRecord","id":"aFsAzepwRj6zqnZSAJH1mw","slug":"k-shingles","title":"k-Shingles"},{"__typename":"TemplateGlossaryRecord","id":"204498515","slug":"latent-dirichlet-allocation","title":"Latent Dirichlet Allocation (LDA)"},{"__typename":"TemplateGlossaryRecord","id":"H7_UxF2GQcS3OdYaVWXYCQ","slug":"learning-to-rank","title":"Learning To Rank"},{"__typename":"TemplateGlossaryRecord","id":"G3DZAKTMSxesJPr1f_45mw","slug":"learning-rate","title":"Learning Rate"},{"__typename":"TemplateGlossaryRecord","id":"YSi6nrTjQSKA9ITSmo59fg","slug":"logits","title":"Logits"},{"__typename":"TemplateGlossaryRecord","id":"fjteG4aVQFqm_G8KHWzb8g","slug":"machine-learning-life-cycle-management","title":"Machine Learning Life Cycle Management"},{"__typename":"TemplateGlossaryRecord","id":"D6dE93pOShG0i8q-XoAq0Q","slug":"machine-learning-preprocessing","title":"Machine Learning Preprocessing"},{"__typename":"TemplateGlossaryRecord","id":"SBzkPEPMQleo9nGar6F3PA","slug":"machine-translation","title":"Machine Translation"},{"__typename":"TemplateGlossaryRecord","id":"cuMignyiT_ONO13aXQXtdA","slug":"Markov-decision-process","title":"Markov Decision Process"},{"__typename":"TemplateGlossaryRecord","id":"cG8t-bl7SwC5yUqGTzbxQg","slug":"metaheuristic-algorithms","title":"Metaheuristic Algorithms"},{"__typename":"TemplateGlossaryRecord","id":"R_L-Xd7tQvS_zorXY69NJg","slug":"mixture-of-experts","title":"Mixture of Experts"},{"__typename":"TemplateGlossaryRecord","id":"OJR0The7S7-G2DBMKqiBcA","slug":"model-interpretability","title":"Model Interpretability"},{"__typename":"TemplateGlossaryRecord","id":"GDyJaKwGTvWs8dnL19poFg","slug":"monte-carlo-learning","title":"Monte Carlo Learning"},{"__typename":"TemplateGlossaryRecord","id":"RiEs8bA9TGSG-BOtFRXvWQ","slug":"multimodal-ai","title":"Multimodal AI"},{"__typename":"TemplateGlossaryRecord","id":"Mlhnr6sKTfSbtt7fTImfdA","slug":"multi-task-learning","title":"Multi-task Learning"},{"__typename":"TemplateGlossaryRecord","id":"eXLVIkhJSmedxyZ9vmR9Gw","slug":"multitask-prompt-tuning","title":"Multitask Prompt Tuning"},{"__typename":"TemplateGlossaryRecord","id":"dKeiY6PmT4KVE5lvCp6miA","slug":"naive-bayes-classifier","title":"Naive Bayes Classifier"},{"__typename":"TemplateGlossaryRecord","id":"YtsbmwnfSsCbahsWApihuw","slug":"named-entity-recognition","title":"Named Entity Recognition"},{"__typename":"TemplateGlossaryRecord","id":"QH9h3a6QTnKker2dUj4z0w","slug":"neural-radiance-fields","title":"Neural Radiance Fields"},{"__typename":"TemplateGlossaryRecord","id":"dV8RqLd8SayHZIqV7j8PdA","slug":"neural-style-transfer","title":"Neural Style Transfer"},{"__typename":"TemplateGlossaryRecord","id":"JZs4T1P0REKPcpkx4_Gitw","slug":"neural-text-to-speech-ntts","title":"Neural Text-to-Speech (NTTS)"},{"__typename":"TemplateGlossaryRecord","id":"c3Q9CeZASWa79egD9x_71A","slug":"one-shot-learning","title":"One-Shot Learning"},{"__typename":"TemplateGlossaryRecord","id":"ciaa-zOITFyvTAGVD-ia9w","slug":"online-gradient-descent","title":"Online Gradient Descent"},{"__typename":"TemplateGlossaryRecord","id":"B3f_l73DSpmy5tg1_9N3DQ","slug":"out-of-distribution-detection","title":"Out-of-Distribution Detection"},{"__typename":"TemplateGlossaryRecord","id":"204501164","slug":"overfitting-underfitting","title":"Overfitting and Underfitting"},{"__typename":"TemplateGlossaryRecord","id":"BWk3SWIrThq-6nI6cUh0sw","slug":"parametric-neural-networks ","title":"Parametric Neural Networks "},{"__typename":"TemplateGlossaryRecord","id":"U7mENdU9RFGTlVIzYYkCJg","slug":"part-of-speech-tagging","title":"Part-of-Speech Tagging"},{"__typename":"TemplateGlossaryRecord","id":"Ws2s-85hSbW6JFHK8eHIIA","slug":"pooling-machine-learning","title":"Pooling (Machine Learning)"},{"__typename":"TemplateGlossaryRecord","id":"H11P4VvmT8-2GoJ522uwLQ","slug":"principal-component-analysis","title":"Principal Component Analysis"},{"__typename":"TemplateGlossaryRecord","id":"bfA-Z_QhSi20w55S_OZMLQ","slug":"prompt-chaining","title":"Prompt Chaining"},{"__typename":"TemplateGlossaryRecord","id":"eEBoAT66TKKBbT1v8MK2BQ","slug":"prompt-engineering","title":"Prompt Engineering"},{"__typename":"TemplateGlossaryRecord","id":"ee41ywakRoe-dwgpxZcEAg","slug":"prompt-tuning","title":"Prompt Tuning"},{"__typename":"TemplateGlossaryRecord","id":"AgyNOlIEQhiQU1ZG4srwOw","slug":"quantum-machine-learning-algorithms","title":"Quantum Machine Learning Algorithms"},{"__typename":"TemplateGlossaryRecord","id":"PtvAXIWyT9qm7Juc1bsBbQ","slug":"random-forest","title":"Random Forest"},{"__typename":"TemplateGlossaryRecord","id":"TDTUh3VGRoe6WWav2AX1Cg","slug":"rectified-linear-unit-relu","title":"Rectified Linear Unit (ReLU)"},{"__typename":"TemplateGlossaryRecord","id":"XzofqfPCReyEFu82Ssneqw","slug":"regularization","title":"Regularization"},{"__typename":"TemplateGlossaryRecord","id":"SsDYkicaQb2A_19Q6jIo3A","slug":"representation-learning","title":"Representation Learning"},{"__typename":"TemplateGlossaryRecord","id":"PUEoOL_6TkCILCpzsnTE9A","slug":"restricted-boltzmann-machines","title":"Restricted Boltzmann Machines"},{"__typename":"TemplateGlossaryRecord","id":"a1AhZD4ETCSJYqVrgfGYOw","slug":"retrieval-augmented-generation","title":"Retrieval-Augmented Generation (RAG)"},{"__typename":"TemplateGlossaryRecord","id":"XoZlU4vPR4-mpr6mdmD9sw","slug":"rlhf","title":"RLHF"},{"__typename":"TemplateGlossaryRecord","id":"Y4omj5MiQZ6PK5COi76Bsg","slug":"semantic-search-algorithms","title":"Semantic Search Algorithms"},{"__typename":"TemplateGlossaryRecord","id":"EOGu3fmjSFmFoqevmpoD5w","slug":"semi-structured-data","title":"Semi-structured data"},{"__typename":"TemplateGlossaryRecord","id":"A2u56tqFR8CBqoEjOnSmFw","slug":"sentiment-analysis","title":"Sentiment Analysis"},{"__typename":"TemplateGlossaryRecord","id":"JeAWB1vOQf-CIpxc4MFAtw","slug":"sequence-modeling","title":"Sequence Modeling"},{"__typename":"TemplateGlossaryRecord","id":"Zj8ZRvyiR1efrB8cPmfGWQ","slug":"semantic-kernel","title":"Semantic Kernel"},{"__typename":"TemplateGlossaryRecord","id":"ctsfEkkATiG0buhIjmuo7g","slug":"semantic-networks","title":"Semantic Networks"},{"__typename":"TemplateGlossaryRecord","id":"QKPA_KAQRQGdiTmaAS4rgQ","slug":"spike-neural-networks","title":"Spike Neural Networks"},{"__typename":"TemplateGlossaryRecord","id":"IIvVnpgKQrqxrJqjePB9vg","slug":"statistical-relational-learning","title":"Statistical Relational Learning"},{"__typename":"TemplateGlossaryRecord","id":"VN215wGWRH6mKtdj9Sz8Fw","slug":"symbolic-ai","title":"Symbolic AI"},{"__typename":"TemplateGlossaryRecord","id":"GpF9ed30T3Wg-fDhuJlzLw","slug":"topic-modeling","title":"Topic Modeling"},{"__typename":"TemplateGlossaryRecord","id":"198660383","slug":"tokenization","title":"Tokenization"},{"__typename":"TemplateGlossaryRecord","id":"AQJpAfkTQ-mOCDmTwke9rA","slug":"transfer-learning","title":"Transfer Learning"},{"__typename":"TemplateGlossaryRecord","id":"AAk52eLDSmmHPjOJ40wLCA","slug":"vanishing-and-exploding-gradients","title":"Vanishing and Exploding Gradients"},{"__typename":"TemplateGlossaryRecord","id":"IP8B-RnqSSmhfyRhhjrZaA","slug":"voice-cloning","title":"Voice Cloning"},{"__typename":"TemplateGlossaryRecord","id":"ckM5kgC_QRiHjJmulhy6aA","slug":"winnow-algorithm","title":"Winnow Algorithm"},{"__typename":"TemplateGlossaryRecord","id":"203353199","slug":"word-embeddings","title":"Word Embeddings"}]},{"__typename":"TemplateGlossaryRecord","id":"T6VUq1GCTAmd40u8DOFojg","slug":"ai-lifecycle-management","title":"AI Lifecycle Management","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"eMSGlorpS4meip0t8AkSkQ","slug":"ai-literacy","title":"AI Literacy","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"fJ7V10dnT4Wrvr0okP5LeQ","slug":"ai-monitoring","title":"AI Monitoring","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"TGa_4809RRSrp1xS6OkP4Q","slug":"ai-oversight","title":"AI Oversight","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"DKl3fOcZS_S0fpQ4EIQBfw","slug":"ai-privacy","title":"AI Privacy","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"PcthLNc8Q3OeWAWvQW0RyA","slug":"ai-prototyping","title":"AI Prototyping","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"NIOHQWqxQ7KMgCwZvAwsNA","slug":"ai-regulation","title":"AI Regulation","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"RD7m0kgFTCeQjDvExxrLkw","slug":"ai-resilience","title":"AI Resilience","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"PIRh4fajTvO1i_deZX89EQ","slug":"machine-learning-bias","title":"Machine Learning Bias","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"fjteG4aVQFqm_G8KHWzb8g","slug":"machine-learning-life-cycle-management","title":"Machine Learning Life Cycle Management","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"SBzkPEPMQleo9nGar6F3PA","slug":"machine-translation","title":"Machine Translation","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"EMhmVbdaSBGpjcLvQJ2Fgw","slug":"mlops","title":"MLOps","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"GDyJaKwGTvWs8dnL19poFg","slug":"monte-carlo-learning","title":"Monte Carlo Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Mlhnr6sKTfSbtt7fTImfdA","slug":"multi-task-learning","title":"Multi-task Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"dKeiY6PmT4KVE5lvCp6miA","slug":"naive-bayes-classifier","title":"Naive Bayes Classifier","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"AVnW1zBwR42wdR83yiVNrg","slug":"machine-learning-neuron","title":"Machine Learning Neuron","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Ws2s-85hSbW6JFHK8eHIIA","slug":"pooling-machine-learning","title":"Pooling (Machine Learning)","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"H11P4VvmT8-2GoJ522uwLQ","slug":"principal-component-analysis","title":"Principal Component Analysis","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"D6dE93pOShG0i8q-XoAq0Q","slug":"machine-learning-preprocessing","title":"Machine Learning Preprocessing","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"TDTUh3VGRoe6WWav2AX1Cg","slug":"rectified-linear-unit-relu","title":"Rectified Linear Unit (ReLU)","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Mow3q3MERByXSEvg7iFAPQ","slug":"reproducibility-machine-learning","title":"Reproducibility in Machine Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"PUEoOL_6TkCILCpzsnTE9A","slug":"restricted-boltzmann-machines","title":"Restricted Boltzmann Machines","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"XGs_3uyCS1axtvaWRnBesQ","slug":"semi-supervised-learning","title":"Semi-Supervised Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"DtebKEzmRiKDy3SVNcxrkA","slug":"supervised-learning","title":"Supervised Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"HQ1VAEPHRTO5ublcntg6_A","slug":"support-vector-machines-svm","title":"Support Vector Machines (SVM)","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"GpF9ed30T3Wg-fDhuJlzLw","slug":"topic-modeling","title":"Topic Modeling","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"HJRZVC7MQX2dOw1fXF7f_g","slug":"uncertainty-machine-learning","title":"Uncertainty in Machine Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"AAk52eLDSmmHPjOJ40wLCA","slug":"vanishing-and-exploding-gradients","title":"Vanishing and Exploding Gradients","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"VN4LHt9RTHyqDYf4NvOkmw","slug":"ai-interpretability","title":"AI Interpretability","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"GROZREZFRSuobDcgNEn7Mw","slug":"data-labeling","title":"Data Labeling","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"d-uHZg0MRxK-9YalG92XGg","slug":"inference-engine","title":"Inference Engine","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Ie38xRH6T2K3tMlV8CS5ow","slug":"probabilistic-models-in-machine-learning","title":"Probabilistic Models in Machine Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"NV2OZR6tQwS791iDfbEIfg","slug":"f1-score-machine-learning","title":"F1 Score in Machine Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"K8LrvWCuQY2QnCn9T75wEA","slug":"expectation-maximization","title":"Expectation Maximization","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"eAyTpP2UQDeghAsKepHMTg","slug":"beam-search-algorithm","title":"Beam Search Algorithm","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"UzwQBrVwQQmciFyqPW-bpA","slug":"embedding-layer","title":"Embedding Layer","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"SIaAIL6_QjGUSzjacijueQ","slug":"differential-privacy","title":"Differential Privacy","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"N6DYSMpiRvK75Lf47h79lg","slug":"data-poisoning","title":"Data Poisoning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"ADZLzxiUSJG0PkZtkL587w","slug":"causal-inference","title":"Causal Inference","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Opv9L-85QNe3wx9tfXWOzA","slug":"capsule-neural-network","title":"Capsule Neural Network","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"NxZwKfHFT2K5HMp9hlrKrQ","slug":"attention-mechanisms","title":"Attention Mechanisms","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"dycOiN0QSDyj6NcHcwo4tg","slug":"domain-adaptation","title":"Domain Adaptation","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"ASSqPmGFQ7iEYAFPfOMEWg","slug":"evolutionary-algorithms","title":"Evolutionary Algorithms","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"anVwY3gpSEKOfpcTQBNFQQ","slug":"contrastive-learning","title":"Contrastive Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Wchl_TM3SImL6t6J-_CbMQ","slug":"explainable-ai","title":"Explainable AI","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Zmxx7FnnSkiQ9bKUGonE2Q","slug":"affective-ai","title":"Affective AI","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"ctsfEkkATiG0buhIjmuo7g","slug":"semantic-networks","title":"Semantic Networks","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"dqZPpznbTWezvIgOESYP4Q","slug":"data-augmentation","title":"Data Augmentation","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Jl6QF3CMRhKI7Y6rnVdUig","slug":"convolutional-neural-networks","title":"Convolutional Neural Networks","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"eY7M5ZYzR0WjEfc9JRQQHA","slug":"cognitive-computing","title":"Cognitive Computing","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Z3POln6ATjW56JLnuZvRLg","slug":"end-to-end-learning","title":"End-to-end Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"ee41ywakRoe-dwgpxZcEAg","slug":"prompt-tuning","title":"Prompt Tuning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"aYvqoTJARsSeQDnXWfTMdQ","slug":"double-descent","title":"Double Descent","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"eVnfeIt3Q4ucYJx5A2Ldcw","slug":"model-drift","title":"Model Drift","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"QH9h3a6QTnKker2dUj4z0w","slug":"neural-radiance-fields","title":"Neural Radiance Fields","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"XzofqfPCReyEFu82Ssneqw","slug":"regularization","title":"Regularization","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"QqSMZX7TTlqdxD0MTIVBtA","slug":"natural-language-querying","title":"Natural Language Querying (NLQ)","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"FktTmuaPSWGeV23tYub3mQ","slug":"foundation-models","title":"Foundation Models","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"eVSdLSPMT_atnAP7ts5Jyg","slug":"forward-propagation","title":"Forward Propagation","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"YIP7v52KSlW0Q9er91VSCQ","slug":"f2-score","title":"F2 Score","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"UjwASJbQThOOh41ARdUwOw","slug":"ai-ethics","title":"AI Ethics","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"AQJpAfkTQ-mOCDmTwke9rA","slug":"transfer-learning","title":"Transfer Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"LLPiokRWR0On-xhJDPom7g","slug":"ai-alignment","title":"AI Alignment","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"AOXPWCaFRgqdphjufJoYhg","slug":"whisper-v3","title":"Whisper v3","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"LRghvBpcTwagUqAbeLAFsg","slug":"whisper-v2","title":"Whisper v2","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"EOGu3fmjSFmFoqevmpoD5w","slug":"semi-structured-data","title":"Semi-structured data","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"BN_T-lcrSCmoHPvJbHgSDw","slug":"ai-hallucinations","title":"AI Hallucinations","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"QHupfbQ-Rc6xQEalKOfOqg","slug":"emergent-behavior","title":"Emergent Behavior","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"B2S-5EFhT_26N0JjAkcPkw","slug":"matplotlib","title":"Matplotlib","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"SB7_tiA2T_WA37ZWcghhgg","slug":"numpy","title":"NumPy","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"NDstK_b8TomZhW8-uopSiw","slug":"scikit-learn","title":"Scikit-learn","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"EU98-1F-Sx6VbNX1j_9Z7Q","slug":"scipy","title":"SciPy","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"HQWyc2QLRIilSSbIkjNWvg","slug":"keras","title":"Keras","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"D5RriTrYRhqMwTlRNBaftg","slug":"tensorflow","title":"TensorFlow","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"TXLwZn3NQNKWoCIvc32fTA","slug":"seaborn-python-package","title":"Seaborn Python Package","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Mm78GVtMSR24McvzwF9SNQ","slug":"pytorch","title":"PyTorch","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"R_slYv1KTMqHYl9q0b5AaA","slug":"natural-language-toolkit-nltk","title":"Natural Language Toolkit (NLTK)","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"F1QXydL0Qby7lPkUx0mfZQ","slug":"pandas","title":"Pandas","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"LQhC2qC8Q7-hlPo-BsYZng","slug":"ego-4d","title":"Ego 4D","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"ElS6bW2uRdeFoqwMVALAfQ","slug":"the-pile","title":"The Pile","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"XLNcEgHTSmC4oMSeUk5ynQ","slug":"common-crawl-datasets","title":"Common Crawl Datasets","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"T8dw41urTm2lX38LRX3f0g","slug":"squad","title":"SQuAD","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"IY1xzqWRSmOilW2z3Nw1tg","slug":"intelligent-document-processing","title":"Intelligent Document Processing","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"aMmj0puQSpaDaEbyJKGehA","slug":"hyperparameter-tuning","title":"Hyperparameter Tuning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"cuMignyiT_ONO13aXQXtdA","slug":"Markov-decision-process","title":"Markov Decision Process","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Df-x8aE4Q0OmjPGJLYPsMg","slug":"graph-neural-networks","title":"Graph Neural Networks","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"F2D60olxQlG1FomfE2BEYA","slug":"neural-architecture-search","title":"Neural Architecture Search","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"B7YBdzqtQ9Sm9U7QTkTiag","slug":"ablation","title":"Ablation","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"YWsS9I_pSNiy04nCCatw-w","slug":"knowledge-distillation","title":"Knowledge Distillation","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"OJR0The7S7-G2DBMKqiBcA","slug":"model-interpretability","title":"Model Interpretability","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"B3f_l73DSpmy5tg1_9N3DQ","slug":"out-of-distribution-detection","title":"Out-of-Distribution Detection","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"bsgRhgQqTj27fUqyrKyzvQ","slug":"recurrent-neural-networks","title":"Recurrent Neural Networks","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"ZANDcjQRSvS6ms800J3elQ","slug":"active-learning","title":"Active Learning (Machine Learning)","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"UYwBH037S2SSzHyl8asKKg","slug":"imbalanced-data","title":"Imbalanced Data","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"TCgbbGYSQFSDEGIXssxdUA","slug":"loss-function","title":"Loss Function","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"TXpG4TrpSy6ZW_Rgu1x7AQ","slug":"unsupervised-learning","title":"Unsupervised Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"bWr6vjAfRiyYRhdav3e-Xg","slug":"ai-and-big-data","title":"AI and Big Data","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"VP89Glk6S9SPA8h_ugUTqw","slug":"adagrad","title":"AdaGrad","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"XvasOHc7SHmJB-_vKfIe1w","slug":"clustering-algorithms","title":"Clustering Algorithms","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"BWk3SWIrThq-6nI6cUh0sw","slug":"parametric-neural-networks ","title":"Parametric Neural Networks ","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"RNbMdcWVSrqcKf3OruQV5g","slug":"acoustic-models","title":"Acoustic Models","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"K2z_AI0MT6OvigK44d203Q","slug":"articulatory-synthesis","title":"Articulatory Synthesis","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"J8JwdUaRTS2EUQIHvhiATQ","slug":"concatenative-synthesis","title":"Concatenative Synthesis","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"FhMqdnNVTgSsZnzE_QyaXg","slug":"grapheme-to-phoneme-conversion-g2p","title":"Grapheme-to-Phoneme Conversion (G2P)","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"PQucdiNqS7OYX2Ivcj6e2w","slug":"homograph-disambiguation","title":"Homograph Disambiguation","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"JZs4T1P0REKPcpkx4_Gitw","slug":"neural-text-to-speech-ntts","title":"Neural Text-to-Speech (NTTS)","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"IP8B-RnqSSmhfyRhhjrZaA","slug":"voice-cloning","title":"Voice Cloning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"UV7ueNkBQoKSzsHJIzI-vA","slug":"autoregressive-model","title":"Autoregressive Model","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"a99-zGutTuiLoNNniR_S0g","slug":"candidate-sampling","title":"Candidate Sampling","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"GAhBmH3kSTCKLHYzURNVeA","slug":"machine-learning-algorithmic-trading","title":"Machine Learning in Algorithmic Trading","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"T5ZlQ9RMQTmHBJVXt9sw3g","slug":"computational-creativity","title":"Computational Creativity","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Si8hHQxESpiNyBV1K2AKkg","slug":"context-aware-computing","title":"Context-Aware Computing","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"J99w1jVRTI2FIQErp7QS2w","slug":"ai-emotion-recognition","title":"AI Emotion Recognition","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"OQeDGhH3QjWEv9sflj_xeA","slug":"knowledge-representation-and-reasoning","title":"Knowledge Representation and Reasoning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"YqRod7TPRY6Z5-JReTgVFg","slug":"metacognitive-learning-models ","title":"Metacognitive Learning Models ","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"WL10qNRJQNijDCMZFT7xPw","slug":"synthetic-data-for-ai-training","title":"Synthetic Data for AI Training","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Nf3cikfERL-b4l5j4YbSew","slug":"ai-speech-enhancement","title":"AI Speech Enhancement","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"IxPUqg2BRHa01pzCWtjp_w","slug":"counterfactual-explanations-in-ai","title":"Counterfactual Explanations in AI","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"JTtsQexWRPqco3HQL_gfIg","slug":"eco-friendly-ai","title":"Eco-friendly AI","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Hq1uPk3RTXi_xGUDQNEGdg","slug":"feature-store-for-machine-learning","title":"Feature Store for Machine Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"ZqYCftlkQ5KuxkgThJqduw","slug":"generative-teaching-networks","title":"Generative Teaching Networks","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"bJffMNVnS2G2xE3m62Y7JA","slug":"human-centered-ai","title":"Human-centered AI","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"cG8t-bl7SwC5yUqGTzbxQg","slug":"metaheuristic-algorithms","title":"Metaheuristic Algorithms","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"IIvVnpgKQrqxrJqjePB9vg","slug":"statistical-relational-learning","title":"Statistical Relational Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"ZFm_Bmb_TRWBBMxh4NrklQ","slug":"cognitive-architectures","title":"Cognitive Architectures","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"UaRPpZkvSASBVTkv4NaeTw","slug":"computational-phenotyping","title":"Computational Phenotyping","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"ZkxVXXa4TlKsyGkSI24e4g","slug":"continuous-learning-systems","title":"Continuous Learning Systems","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"KJHvAssyQRWFA7AbfFCvVA","slug":"deepfake-detection","title":"Deepfake Detection","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"c3Q9CeZASWa79egD9x_71A","slug":"one-shot-learning","title":"One-Shot Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"AgyNOlIEQhiQU1ZG4srwOw","slug":"quantum-machine-learning-algorithms","title":"Quantum Machine Learning Algorithms","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"fnOltJOjTfqZYkqGOX1-0g","slug":"self-healing-ai","title":"Self-healing AI","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Y4omj5MiQZ6PK5COi76Bsg","slug":"semantic-search-algorithms","title":"Semantic Search Algorithms","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"dAVzIpZ_R0GWo4JZDM9EZw","slug":"artificial-super-intelligence","title":"Artificial Super Intelligence","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"UDIGQaPaQx-2VpSzmj4awg","slug":"ai-guardrails","title":"AI Guardrails","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Dh86zYi1QXC53TibmuALfQ","slug":"limited-memory-ai","title":"Limited Memory AI","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"YtOvqTUxRNeSonwiq1Qe3g","slug":"chatbots","title":"Chatbots","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"CWO413KDSZKI8dOLtsvPEw","slug":"diffusion","title":"Diffusion","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"MUT5y9qEQaGUFmFqzJGAEQ","slug":"hidden-layer","title":"Hidden Layer","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"AaHBVH64RRGx28mUJwHVsg","slug":"instruction-tuning","title":"Instruction Tuning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"RRnHRt9sTNGE-WoMqAUa8w","slug":"objective-function","title":"Objective Function","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"ROUvlJ9_QRe6gqgUxXp-Mg","slug":"pretraining","title":"Pretraining","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"VN215wGWRH6mKtdj9Sz8Fw","slug":"symbolic-ai","title":"Symbolic AI","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"FyMdx055Q_e9ErX2RQLGmA","slug":"auto-classification","title":"Auto Classification","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"E6dC-4F4Rq-7JzLu7QS0qQ","slug":"composite-ai","title":"Composite AI","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"dSnVFqQhTCm3InNh_1TDPg","slug":"computational-lingustics","title":"Computational Linguistics","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"KilaRheZSf69Dj2EDxsJYw","slug":"computational-semantics","title":"Computational Semantics","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"djkv2sOZSPC96rbls7TplQ","slug":"data-drift","title":"Data Drift","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"YtsbmwnfSsCbahsWApihuw","slug":"named-entity-recognition","title":"Named Entity Recognition","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"dP0aPxbZS-OXhkywJGa0ZA","slug":"few-shot-learning","title":"Few Shot Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"eXLVIkhJSmedxyZ9vmR9Gw","slug":"multitask-prompt-tuning","title":"Multitask Prompt Tuning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"U7mENdU9RFGTlVIzYYkCJg","slug":"part-of-speech-tagging","title":"Part-of-Speech Tagging","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"PtvAXIWyT9qm7Juc1bsBbQ","slug":"random-forest","title":"Random Forest","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Ps8_B2-SQ7KZ1PdS3mgDTw","slug":"validation-data-set","title":"Validation Data Set","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"D5HDyrAFRwKjmW9rv9fFxg","slug":"test-data-set","title":"Test Data Set","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"dV8RqLd8SayHZIqV7j8PdA","slug":"neural-style-transfer","title":"Neural Style Transfer","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Hv-DeyAlQMKlpK6KkzDMxg","slug":"incremental-learning","title":"Incremental Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"HlrejLeKRwiCN3FBtnimxw","slug":"bias-variance-tradeoff","title":"Bias-Variance Tradeoff","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"RZJyfHpLT4G4jqpIiT1P1w","slug":"multi-agent-systems","title":"Multi-Agent Systems","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"bsdgtX4YTFaJKjGvZI4Twg","slug":"neuroevolution","title":"Neuroevolution","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"QKPA_KAQRQGdiTmaAS4rgQ","slug":"spike-neural-networks","title":"Spike Neural Networks","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"f5GJ61A4TQSGuq_74J_bTw","slug":"federated-learning","title":"Federated Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"amz_5eAWTCiRyZBEOjWmNQ","slug":"human-in-the-loop-ai","title":"Human-in-the-Loop AI","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"VLprW2bOSPKJUXBm55EGjw","slug":"association-rule-learning","title":"Association Rule Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"OsC6N0gDQTOM6B9QpksS6w","slug":"autoencoder","title":"Autoencoder","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"UpRYEVINQRKU1DN01wIp_g","slug":"collaborative-filtering","title":"Collaborative Filtering","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"ILU6a__IQLGWCNd2B3zMBw","slug":"data-scarcity","title":"Data Scarcity","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"bpi2w_7XR1eaedHHgFpUaw","slug":"decision-tree","title":"Decision Tree","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"dqQhqjIVQDKtgGhTTQvYBg","slug":"ensemble-learning","title":"Ensemble Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"OvuxKpooSLuJXgMy6ZQB5w","slug":"entropy","title":"Entropy in Machine Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Na4AC0wGTe6UWz0M6QBtKw","slug":"corpus","title":"Corpus in NLP","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"GhYWQZX0TcmqQOCAY0kVdw","slug":"confirmation-bias","title":"Confirmation Bias in Machine Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"HN35MvNlTrmltLsdT_zpXA","slug":"confidence-intervals","title":"Confidence Intervals in Machine Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"bypGf-H5S6aZlGD__WoqdA","slug":"cross-validation","title":"Cross Validation in Machine Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"CFhAnLbOQ6qZnyGx80X0Ug","slug":"accuracy","title":"Accuracy in Machine Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"RspSxK-WS-GLIaDlO-2fBQ","slug":"clustering","title":"Clustering in Machine Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"V8cVg7zuRIuy897iCY6hRg","slug":"boosting","title":"Boosting in Machine Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"GjCZ1evIQUyTcKde6FPp-Q","slug":"epoch","title":"Epoch in Machine Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"e6toYRdqT9G-besulUbEgg","slug":"feature-learning","title":"Feature Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"SAg9jkg9QtmMn58Fzg5h5g","slug":"feature-selection","title":"Feature Selection","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"HJAaY3WwTKiV2U3TQKRgmQ","slug":"genetic-algorithms","title":"Genetic Algorithms in AI","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"TKS21NmSRyuv_KOFNO-jjg","slug":"ground-truth","title":"Ground Truth in Machine Learning","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"MGAfPqimSDGY4KAmB7v0ZA","slug":"hybrid-ai","title":"Hybrid AI","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"OiGnuVIoRc2LR9M9yD0Ykw","slug":"ai-detection","title":"AI Detection","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"cUsg9qJNTeyCD3cBXjELlA","slug":"information-retrieval","title":"Information Retrieval","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"HdjrkkKeR3OOirnCxT6JHQ","slug":"ai-robustness","title":"AI Robustness","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"QuaiL-NvTtu1p2N_iJLcqA","slug":"ai-safety","title":"AI Safety","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"C91binFCSd2oumBsCcYkFg","slug":"ai-scalability","title":"AI Scalability","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"TRwNNgKKRcGJhPtFzN5dMw","slug":"ai-simulation","title":"AI Simulation","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Z7NVb91OSB2r1BwHaGNzeg","slug":"ai-standards","title":"AI Standards","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"OTog3YGBTJm4JJ6UzmBi_w","slug":"ai-steering","title":"AI Steering","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"JVbUE15KQ4iCkdj-55o5cw","slug":"ai-transparency","title":"AI Transparency","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Envc7lrAShW166DAHcb6dg","slug":"augmented-intelligence","title":"Augmented Intelligence","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"MCFPFQseS_y8K1gVze0JDA","slug":"decision-intelligence","title":"Decision Intelligence","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"WEPEpGkLRtmGyxgv63QnHg","slug":"ethical-ai","title":"Ethical AI","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"CsMTHyPGQPC61MNih5XOaA","slug":"human-augmentation-with-ai","title":"Human Augmentation with AI","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"OdT4513VRQC41V3LQx0MZQ","slug":"image-recognition","title":"Image Recognition","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"Xw53sUjFT1ehPCN3B7g4Ug","slug":"imagenet","title":"ImageNet","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"eRn64OMzRaqRAcgwur_5FA","slug":"inductive-bias","title":"Inductive Bias","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"G3DZAKTMSxesJPr1f_45mw","slug":"learning-rate","title":"Learning Rate","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"H7_UxF2GQcS3OdYaVWXYCQ","slug":"learning-to-rank","title":"Learning To Rank","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"YSi6nrTjQSKA9ITSmo59fg","slug":"logits","title":"Logits","categoryPage":false,"subcategoryPages":[]},{"__typename":"TemplateGlossaryRecord","id":"179501414","slug":"applications","title":"Applications","categoryPage":true,"subcategoryPages":[]}],"header":{"__typename":"ComponentHeaderRecord","id":"OIxudyjJQhW_2ro39dJRnA","internalName":"New Global Header","logo":{"__typename":"FileField","id":"44299917","title":null,"filename":"logo.svg","size":5660,"alt":null,"url":"https://www.datocms-assets.com/96965/1683539914-logo.svg","width":130,"height":30},"menu":[{"__typename":"MenuItemRecord","menuItem":[{"__typename":"MenuItemRecord","menuItem":[{"__typename":"MenuItemRecord","menuItem":[{"__typename":"MenuItemRecord","menuItem":[],"id":"LI6HqIUYSwStp10sx3EgoQ","internalName":"Voice Agent API (Updated)","heading":"Voice Agent API","url":"https://deepgram.com/product/voice-agent-api","icon":"","iconFile":{"__typename":"FileField","id":"MOWclMaiQ26vRndwKQwhRg","title":null,"filename":"speech-to-speech.svg","size":5846,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060023-speech-to-speech.svg","width":18,"height":19},"subhead":"For real-time AI Agents","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[],"id":"JxBNyKsSSR2byLIvOlZmBQ","internalName":"Text to Speech (Updated)","heading":"Text to Speech API","url":"https://deepgram.com/product/text-to-speech","icon":"","iconFile":{"__typename":"FileField","id":"P1_E6vJWS8C2RTEDwGYj-w","title":null,"filename":"text-to-speech.svg","size":3913,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060055-text-to-speech.svg","width":18,"height":18},"subhead":"Responsive, natural-sounding voices","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[],"id":"VQiwXTwFTt6LH397R6Y_lg","internalName":"Speech to Text (Updated)","heading":"Speech to Text API","url":"https://deepgram.com/product/speech-to-text","icon":"","iconFile":{"__typename":"FileField","id":"dp89gjnSRHeBFd0l1bKGDw","title":null,"filename":"speech-to-text.svg","size":4553,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060077-speech-to-text.svg","width":18,"height":18},"subhead":"Unmatched accuracy, speed \u0026 cost","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[],"id":"ZpA7F_G4RNC262-TrwHdGQ","internalName":"Audio Intelligence (Updated)","heading":"Audio Intelligence API","url":"https://deepgram.com/product/audio-intelligence","icon":"","iconFile":{"__typename":"FileField","id":"Dn2jdXDdTwSx5Dk_heqetQ","title":null,"filename":"brain-ai.svg","size":4864,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060103-brain-ai.svg","width":18,"height":18},"subhead":"Powered by AI Language models","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false}],"resourceItem":[],"callToAction":null,"id":"GaIqKW9WQXqElGxVhOoOSA","internalName":"Products (MenuItem)","heading":"APIs","url":"","icon":"","iconFile":null,"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":true,"isBlogMenu":false,"isFeaturedMenu":false}],"resourceItem":[],"callToAction":null,"id":"KYfjMdouQ2i8dkHIqBqAew","internalName":"Products (Wrapper)","heading":"","url":"","icon":"","iconFile":null,"subhead":"","isWrapper":true,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[],"resourceItem":[{"__typename":"TemplateBlogRecord","id":"e1wy33mNTlGk8-WqDH28_Q","internalName":"Introducing Nova-3: Setting a New Standard for AI-Driven Speech-to-Text","slug":"introducing-nova-3-speech-to-text-api","title":"Introducing Nova-3: Setting a New Standard for AI-Driven Speech-to-Text","author":{"__typename":"EntityPersonRecord","id":"99585447","name":"Jose Nicholas Francisco","slug":"jose-nicholas-francisco","externalLink":"","headshot":{"__typename":"FileField","id":"40618961","title":null,"filename":"jose-nicholas-francisco.jpg","size":40247,"alt":null,"url":"https://www.datocms-assets.com/96965/1680721561-jose-nicholas-francisco.jpg","width":850,"height":850},"role":"Machine Learning Developer Advocate","personCategory":"deepgram_team","twitch":"","twitter":"https://twitter.com/JoseNicholas9","linkedin":"https://www.linkedin.com/in/josencf/","github":"https://github.com/josencf","bio":{"__typename":"EntityPersonModelBioField","blocks":[],"links":[],"value":{"schema":"dast","document":{"type":"root","children":[{"type":"paragraph","children":[{"type":"span","value":"Jose is a Developer Advocate at Deepgram, aiming to explain and demystify the inner workings of AI. He has a background in software engineering, with projects focused on fraud detection and prevention. Jose earned a bachelor's and master's degree in computer science, with a focus on artificial intelligence, from Stanford University. He currently lives in San Francisco with his friends."}]}]}}},"company":null},"coAuthors":[],"category":{"__typename":"EntityCategoryRecord","id":"180383068","categoryName":"Announcements"},"excerpt":"","featuredImage":{"__typename":"FileField","responsiveImage":{"__typename":"ResponsiveImage","src":"https://www.datocms-assets.com/96965/1740086862-2502-nova-3-blog-header.jpg?auto=format\u0026w=590","width":590,"height":259},"id":"dta16l66TcuCz7a_kbVgHA","title":null,"filename":"2502-nova-3-blog-header.jpg","size":282360,"alt":null,"url":"https://www.datocms-assets.com/96965/1740086862-2502-nova-3-blog-header.jpg","width":3600,"height":1584},"videoUrl":"","publishDate":"2025-02-12","_publishedAt":"2025-02-20T11:26:16-08:00","_updatedAt":"2025-02-20T11:26:15-08:00","hideFromListing":false}],"callToAction":{"__typename":"ComponentCallToActionRecord","id":"Xho9X9_YQj2HBRVr87BG0g","internalName":"View More Announcements","ctaId":"","buttonType":"text","color":"secondary","label":"View more","link":"https://deepgram.com/learn?type=Article\u0026page=1\u0026category=Announcements","openInNewWindow":false,"startIcon":"","endIcon":"arrow-right","popup":null,"header":"","subheader":"","background":"","layout":""},"id":"cZwYih-vTt2HRmvzqSHyXA","internalName":"Announcements (Updated)","heading":"Announcements","url":"","icon":"","iconFile":null,"subhead":"","isWrapper":false,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":true,"isFeaturedMenu":null}],"callToAction":null,"id":"AK0pruN0QFC_SGK5wYVWSQ","internalName":"Products (Updated)","heading":"Products","url":"","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","menuItem":[{"__typename":"MenuItemRecord","menuItem":[{"__typename":"MenuItemRecord","menuItem":[{"__typename":"MenuItemRecord","menuItem":[],"id":"GKeDczS4SGqSoTbcWkbFjw","internalName":"Contact Centers","heading":"Contact Centers","url":"https://deepgram.com/solutions/contact-centers/","icon":"","iconFile":{"__typename":"FileField","id":"EBZwhGozQ3Op2HsOIZKKOA","title":null,"filename":"customer-service.svg","size":1246,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060222-customer-service.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[],"id":"S0gjLKOkQqaawR2Y_uUp8g","internalName":"Medical Transcription","heading":"Medical Transcription","url":"https://deepgram.com/solutions/medical-transcription","icon":"","iconFile":{"__typename":"FileField","id":"aT-DKd_qQzOapeLnOhXmHA","title":null,"filename":"medical.svg","size":1321,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060247-medical.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[],"id":"IGVmTgENTka40VWSZJOfcQ","internalName":"Conversational AI New","heading":"Conversational AI","url":"https://deepgram.com/deepgram-for-voicebots-and-chatbots","icon":"","iconFile":{"__typename":"FileField","id":"SKxIxkPcSEqdcUOfh5XZCg","title":null,"filename":"conversational-ai.svg","size":1707,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060265-conversational-ai.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[],"id":"U-aeHt_uRtiXpANkxFhzJA","internalName":"Speech Analytics","heading":"Speech Analytics","url":"https://deepgram.com/solutions/speech-analytics/","icon":"","iconFile":{"__typename":"FileField","id":"IiA_K-vxRjOTdfP8YT4Y6w","title":null,"filename":"speech-analytics.svg","size":1197,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060282-speech-analytics.svg","width":40,"height":40},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[],"id":"Ulyuv_TRTBiPFZ-zp_fbFQ","internalName":"Media Transcription","heading":"Media Transcription","url":"https://deepgram.com/solutions/media-transcription","icon":"","iconFile":{"__typename":"FileField","id":"cmtpyVQiQm6HhO5gjL_SBA","title":null,"filename":"media.svg","size":1023,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060298-media.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false}],"resourceItem":[],"callToAction":null,"id":"bkEy2BDUSL-nTuLPt6d8xg","internalName":"Use Cases (Updated)","heading":"Use Cases","url":"","icon":"","iconFile":null,"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[{"__typename":"MenuItemRecord","menuItem":[],"id":"cAPAWHdeRMuuvlDi9KrBvw","internalName":"Customers","heading":"Customers","url":"https://deepgram.com/customers","icon":"","iconFile":{"__typename":"FileField","id":"bBS_DmffSm-aOa0Nooixtg","title":null,"filename":"user.svg","size":780,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060368-user.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[],"id":"EZKORhzGSAicMa-qbagW_Q","internalName":"Partners","heading":"Partners","url":"https://deepgram.com/partners","icon":"","iconFile":{"__typename":"FileField","id":"f7ek17sxR4iJxciwmQ7dEw","title":null,"filename":"people-connect.svg","size":2128,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060385-people-connect.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[],"id":"da3jqK7HQUO08Jl4JC0xrA","internalName":"Startup Program","heading":"Startup Program","url":"https://deepgram.com/startup-program","icon":"","iconFile":{"__typename":"FileField","id":"KyXRy2fESUmSDOPE4R7zMA","title":null,"filename":"rocket.svg","size":1728,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060404-rocket.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false}],"resourceItem":[],"callToAction":null,"id":"eeihgUavShymHc3Dd1gdpQ","internalName":"Solutions (Aside)","heading":"","url":"","icon":"","iconFile":null,"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":true}],"resourceItem":[],"callToAction":null,"id":"eXHMICjJRDmtalGHnEWWbA","internalName":"Use Cases (Wrapper)","heading":"","url":"","icon":"","iconFile":null,"subhead":"","isWrapper":true,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false}],"callToAction":null,"id":"Xsa6czKxRAy3kA7dbFNo4A","internalName":"Solutions","heading":"Solutions","url":"","icon":"","iconFile":null,"subhead":"","isWrapper":true,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[{"__typename":"MenuItemRecord","menuItem":[{"__typename":"MenuItemRecord","menuItem":[{"__typename":"MenuItemRecord","menuItem":[],"id":"URfUVuoKSKSmso_UIBeUvw","internalName":"Articles (Updated)","heading":"Articles","url":"https://deepgram.com/learn/article","icon":"","iconFile":{"__typename":"FileField","id":"55495594","title":null,"filename":"articles.svg","size":1281,"alt":null,"url":"https://www.datocms-assets.com/96965/1686951380-articles.svg","width":40,"height":40},"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","menuItem":[],"id":"S3mW2zCQSOSdVJe-Cr6-EA","internalName":"Podcast","heading":"Podcast","url":"https://deepgram.com/learn?type=Podcast\u0026page=1","icon":"","iconFile":{"__typename":"FileField","id":"AsHJrHCpQBedsC1UOWB0lg","title":null,"filename":"mic-icon-solid-white.svg","size":1099,"alt":null,"url":"https://www.datocms-assets.com/96965/1729269052-mic-icon-solid-white.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[],"id":"crqWxv9dT1OcGwTA-kGz3w","internalName":"Resource Hub","heading":"Resource Hub","url":"https://deepgram.com/learn","icon":"","iconFile":{"__typename":"FileField","id":"BrkanFmjS9ukidkmqeVizg","title":null,"filename":"books.svg","size":1341,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060578-books.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[],"id":"YuJ8ED7QThaO2tcVhaipiw","internalName":"AI Glossary (Updated)","heading":"AI Glossary","url":"https://deepgram.com/ai-glossary","icon":"","iconFile":{"__typename":"FileField","id":"Ff3oKGexROqnZwEGiulEhg","title":null,"filename":"glossary-icon.svg","size":1243,"alt":null,"url":"https://www.datocms-assets.com/96965/1700614421-glossary-icon.svg","width":16,"height":16},"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","menuItem":[],"id":"LSr_32MbT0WrSDeWUk1BTQ","internalName":"About","heading":"About","url":"https://deepgram.com/about","icon":"","iconFile":{"__typename":"FileField","id":"fxcsxaKXQkWTuGIx8dy1Xw","title":null,"filename":"speech-bubble.svg","size":1127,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060599-speech-bubble.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[],"id":"SYhrW2DqSTile3dawwdqUQ","internalName":"Careers","heading":"Careers","url":"https://deepgram.com/careers","icon":"","iconFile":{"__typename":"FileField","id":"Xk9wTnBtTRe0GM-pmlpC1A","title":null,"filename":"careers.svg","size":1147,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060617-careers.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false}],"resourceItem":[],"callToAction":null,"id":"VgY73oDySP-eJwFUnX0nuA","internalName":"Resources (Updated)","heading":"Resources","url":"","icon":"","iconFile":null,"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[{"__typename":"MenuItemRecord","menuItem":[],"id":"R5LjYYw1QQi0ZRGHmGZDSw","internalName":"AI Apps (Updated)","heading":"AI Apps","url":"https://deepgram.com/ai-apps","icon":"","iconFile":{"__typename":"FileField","id":"P8c39vWdRFy408ukctx6Bw","title":null,"filename":"grid.svg","size":916,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060670-grid.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[],"id":"SbuwCMzNTQeha9Nl_DmjTQ","internalName":"AI Minds","heading":"AI Minds","url":"https://www.aiminds.com/subscribe","icon":"","iconFile":{"__typename":"FileField","id":"SDlJL_mtQk6nedwaDWU68Q","title":null,"filename":"ai-minds-icon-green-duotone.svg","size":1000,"alt":null,"url":"https://www.datocms-assets.com/96965/1728570215-ai-minds-icon-green-duotone.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[],"id":"SxJE9XOcT-mX-6FwMBOUxg","internalName":"AI Voice Generator (Updated)","heading":"AI Voice Generator","url":"https://deepgram.com/ai-voice-generator","icon":"","iconFile":{"__typename":"FileField","id":"aVhUPJTuRC6ilOEjYaIXUA","title":null,"filename":"podcast.svg","size":1437,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060689-podcast.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[],"id":"NU-fFUiOSgOuMWz0LzoymA","internalName":"Transcription Tool","heading":"Transcription Tool","url":"https://deepgram.com/free-transcription","icon":"","iconFile":{"__typename":"FileField","id":"OW6bk-PmSuSDZdVr6YeGzg","title":null,"filename":"transcription.svg","size":2081,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060712-transcription.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false}],"resourceItem":[],"callToAction":null,"id":"cfY60Ts-QMeXMv8EfO-RNw","internalName":"Resources (Aside)","heading":"","url":"","icon":"","iconFile":null,"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":true}],"resourceItem":[],"callToAction":null,"id":"A6TRaJCSQXOVELJIprEH0Q","internalName":"Resources (Wrapper)","heading":"","url":"","icon":"","iconFile":null,"subhead":"","isWrapper":true,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false}],"callToAction":null,"id":"XUQQsRWXRr6aUPnJXXTgng","internalName":"Resources (Updated)","heading":"Resources","url":"","icon":"","iconFile":null,"subhead":"","isWrapper":false,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","menuItem":[{"__typename":"MenuItemRecord","menuItem":[{"__typename":"MenuItemRecord","menuItem":[{"__typename":"MenuItemRecord","menuItem":[],"id":"fHFVLkqcQd-4K-c396PcEg","internalName":"Documentation","heading":"Documentation","url":"https://developers.deepgram.com/documentation/","icon":"","iconFile":{"__typename":"FileField","id":"N_Qrr6OZQH-uWKJF9AyhJA","title":null,"filename":"documentation.svg","size":1338,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060846-documentation.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[],"id":"aK871-b1TYuJ_kKZpnHgWw","internalName":"Tutorials","heading":"Tutorials","url":"https://deepgram.com/learn?type=Article\u0026page=1\u0026category=Tutorials","icon":"","iconFile":{"__typename":"FileField","id":"btvsxXukSAihlUZkf7BdJg","title":null,"filename":"tutorials.svg","size":1609,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060860-tutorials.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[],"id":"Cy1MDYVURk6PUc7as-Pclw","internalName":"Status","heading":"Status","url":"https://status.deepgram.com/","icon":"","iconFile":{"__typename":"FileField","id":"Fbz8ggxbQ7S55E7luUGF-g","title":null,"filename":"status.svg","size":1029,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060872-status.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false}],"resourceItem":[],"callToAction":null,"id":"dsLyXIlOSQidAhpwMpnEww","internalName":"Developers Part 1","heading":"","url":"","icon":"","iconFile":null,"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[{"__typename":"MenuItemRecord","menuItem":[],"id":"MfucnO9VQDSZT7Oeir0T6Q","internalName":"Changelog","heading":"Changelog","url":"https://deepgram.com/changelog/","icon":"","iconFile":{"__typename":"FileField","id":"fiJq3KayQO-NEneHgLZghA","title":null,"filename":"changelog.svg","size":2769,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060899-changelog.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[],"id":"Ep6QaVXkRDqWv_g2yrd_AQ","internalName":"Self-Hosted Deployment","heading":"Self-Hosted Deployment","url":"https://developers.deepgram.com/on-prem/","icon":"","iconFile":{"__typename":"FileField","id":"I3372J-bQ2G1qPj2gA1lmA","title":null,"filename":"on-prem.svg","size":2391,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060943-on-prem.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[],"id":"fOElJi1yS3-Auladg-25Aw","internalName":"Help","heading":"Help","url":"https://github.com/orgs/deepgram/discussions/categories/general-help","icon":"","iconFile":{"__typename":"FileField","id":"SJYbuW46QhazLBdxDiEWFw","title":null,"filename":"question.svg","size":1439,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060960-question.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false}],"resourceItem":[],"callToAction":null,"id":"K928bsM-Rlm3MiEdSzdtGA","internalName":"Developers Part 2","heading":"","url":"","icon":"","iconFile":null,"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[{"__typename":"MenuItemRecord","menuItem":[],"id":"XCRmPGyoQ2yCKUsDOTrLhQ","internalName":"Playground","heading":"Playground","url":"https://playground.deepgram.com/","icon":"","iconFile":{"__typename":"FileField","id":"LYZydVIsTj6By-VtZ9snpw","title":null,"filename":"playground.svg","size":6918,"alt":null,"url":"https://www.datocms-assets.com/96965/1728061004-playground.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":true,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","menuItem":[],"id":"ahT1ozf8StSwqmEiZpkCxg","internalName":"Community","heading":"Community","url":"https://community.deepgram.com/","icon":"","iconFile":{"__typename":"FileField","id":"IU5nlRa-Qu--Hmc7U8N6hg","title":null,"filename":"github.svg","size":3153,"alt":null,"url":"https://www.datocms-assets.com/96965/1728061058-github.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false}],"resourceItem":[],"callToAction":null,"id":"Hs8cNja_SdiuTxHr3ARP0A","internalName":"Developers (Aside)","heading":"","url":"","icon":"","iconFile":null,"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":true}],"resourceItem":[],"callToAction":null,"id":"Ws08bwVfThqjvwoIh1khuQ","internalName":"Developers (Wrapper)","heading":"","url":"","icon":"","iconFile":null,"subhead":"","isWrapper":true,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false}],"callToAction":null,"id":"BzG4mwPTSCWz1-TWTt_eRg","internalName":"Developers (Updated)","heading":"Developers","url":"","icon":"","iconFile":null,"subhead":"","isWrapper":true,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","menuItem":[],"callToAction":null,"id":"108477451","internalName":"Enterprise","heading":"Enterprise","url":"https://deepgram.com/enterprise","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","menuItem":[],"callToAction":null,"id":"108491755","internalName":"Pricing","heading":"Pricing","url":"https://deepgram.com/pricing/","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null}],"callToActions":[{"__typename":"ComponentCallToActionRecord","id":"108492178","internalName":"Log In","ctaId":"","buttonType":"text","color":"secondary","label":"Log In","link":"https://console.deepgram.com/","openInNewWindow":false,"startIcon":"","endIcon":"","popup":null,"header":"","subheader":"","background":"","layout":""},{"__typename":"ComponentCallToActionRecord","id":"T-CCS94ZQ2CRFyuYD-Kv-Q","internalName":"Get a Demo","ctaId":"","buttonType":"fill","color":"black","label":"Get a Demo","link":"/contact-us","openInNewWindow":false,"startIcon":"","endIcon":"","popup":null,"header":"","subheader":"","background":"","layout":""},{"__typename":"ComponentCallToActionRecord","id":"108492199","internalName":"Sign Up","ctaId":"","buttonType":"fill","color":"primary","label":"Sign Up","link":"https://console.deepgram.com/signup","openInNewWindow":false,"startIcon":"","endIcon":"","popup":null,"header":"","subheader":"","background":"","layout":""}],"showGlobalSearch":false,"globalBanner":null},"footer":{"__typename":"ComponentFooterRecord","id":"105656969","internalName":"Global Footer","heading":"Essential Building Blocks for Voice AI","subhead":"I accept the [Privacy Policy](/privacy).","menuItem":[{"__typename":"MenuItemRecord","menuItem":[{"__typename":"MenuItemRecord","id":"cu-vqKTBREyK9wbdaS-DZg","internalName":"Voice Agent API","heading":"Voice Agent API","url":"https://deepgram.com/product/voice-agent-api","icon":"","iconFile":null,"subhead":"","isWrapper":false,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"PsyJAPaoTw-PkWmTD8LIfw","internalName":"Text to Speech API","heading":"Text-to-Speech API","url":"https://deepgram.com/product/text-to-speech","icon":"","iconFile":null,"subhead":"","isWrapper":false,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"105656128","internalName":"Speech to Text API","heading":"Speech-to-Text API","url":"https://deepgram.com/product/speech-to-text","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"105656131","internalName":"Audio Intelligence","heading":"Audio Intelligence API","url":"https://deepgram.com/product/audio-intelligence","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null}],"id":"105656204","internalName":"Product Menu","heading":"Product","url":"https://deepgram.com/asr-comparison/compare-accuracy/","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","menuItem":[{"__typename":"MenuItemRecord","id":"105656212","internalName":"Contact Centers","heading":"Contact Centers","url":"https://deepgram.com/solutions/contact-centers/","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"105656214","internalName":"Speech Analytics","heading":"Speech Analytics","url":"https://deepgram.com/solutions/speech-analytics/","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"105656229","internalName":"Conversational AI","heading":"Conversational AI","url":"https://deepgram.com/deepgram-for-voicebots-and-chatbots/","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"105656244","internalName":"Podcast Transcription","heading":"Podcast Transcription","url":"https://deepgram.com/deepgram-for-podcast-transcription/","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"PC3BtUu7Qp-30rgqntSx4Q","internalName":"Medical Transcription","heading":"Medical Transcription","url":"https://deepgram.com/solutions/medical-transcription","icon":"","iconFile":{"__typename":"FileField","id":"LCaI5BldSXSlboZDAeM9GA","title":null,"filename":"medical-icon-solid.svg","size":1328,"alt":null,"url":"https://www.datocms-assets.com/96965/1703085065-medical-icon-solid.svg","width":40,"height":40},"subhead":"","isWrapper":false,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"da3jqK7HQUO08Jl4JC0xrA","internalName":"Startup Program","heading":"Startup Program","url":"https://deepgram.com/startup-program","icon":"","iconFile":{"__typename":"FileField","id":"KyXRy2fESUmSDOPE4R7zMA","title":null,"filename":"rocket.svg","size":1728,"alt":null,"url":"https://www.datocms-assets.com/96965/1728060404-rocket.svg","width":16,"height":16},"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","id":"amyCH0A8T_SjjV8zAAbUmg","internalName":"Affiliate Program","heading":"Affiliate Program","url":"https://deepgram.com/affiliates","icon":"","iconFile":null,"subhead":"","isWrapper":false,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":null}],"id":"105656246","internalName":"Solutions Menu","heading":"Solutions","url":"","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","menuItem":[{"__typename":"MenuItemRecord","id":"105656250","internalName":"Documentation","heading":"Documentation","url":"https://developers.deepgram.com/documentation/","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"105656279","internalName":"Changelog","heading":"Changelog","url":"https://deepgram.com/changelog/","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"108491757","internalName":"API Playground","heading":"API Playground","url":"https://playground.deepgram.com/","icon":"stars","iconFile":{"__typename":"FileField","id":"55495585","title":null,"filename":"codey.svg","size":7006,"alt":null,"url":"https://www.datocms-assets.com/96965/1687294820-codey.svg","width":40,"height":40},"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"105656288","internalName":"Community","heading":"Community","url":"https://community.deepgram.com/","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"H7-W9SSETNaXW8Qjpv_B0w","internalName":"Self-hosted","heading":"Self-hosted","url":"https://developers.deepgram.com/docs/self-hosted-introduction","icon":"","iconFile":null,"subhead":"","isWrapper":false,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","id":"105656282","internalName":"Support","heading":"Support","url":"https://developers.deepgram.com/support/","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null}],"id":"105656290","internalName":"Developers Menu","heading":"Developers","url":"","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","menuItem":[{"__typename":"MenuItemRecord","id":"105656293","internalName":"About","heading":"About","url":"https://deepgram.com/about","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"105656294","internalName":"Blog","heading":"Blog","url":"https://deepgram.com/learn/article","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"105656298","internalName":"Careers","heading":"Careers","url":"https://deepgram.com/careers/","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"f8O2BH_kQuS6patqImh2Qw","internalName":"Newsletter","heading":"Newsletter","url":"https://www.aiminds.com/?ref=deepgram.com","icon":"","iconFile":null,"subhead":"","isWrapper":false,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"138844959","internalName":"Customers | Footer","heading":"Customers","url":"https://deepgram.com/customers","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"d3z1KSlWRHqZuEUCD4O7LQ","internalName":"Partners","heading":"Partners","url":"https://deepgram.com/partners","icon":"","iconFile":null,"subhead":"","isWrapper":false,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","id":"105656296","internalName":"Newsroom","heading":"Newsroom","url":"https://deepgram.com/company/newsroom/","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null}],"id":"105656302","internalName":"Company Menu","heading":"Company","url":"https://deepgram.com/about","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","menuItem":[{"__typename":"MenuItemRecord","id":"105656319","internalName":"OpenAI Whisper vs Deepgram","heading":"OpenAI Whisper vs Deepgram","url":"https://deepgram.com/compare/openai-vs-deepgram-alternative","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"105656322","internalName":"Amazon vs Deepgram","heading":"Amazon Transcribe vs Deepgram","url":"https://deepgram.com/compare/amazon-vs-deepgram-alternative","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"105656321","internalName":"Google vs Deepgram","heading":"Google vs Deepgram","url":"https://deepgram.com/compare/google-vs-deepgram-alternative","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"105656323","internalName":"Microsoft vs Deepgram","heading":"Microsoft Azure vs Deepgram","url":"https://deepgram.com/compare/microsoft-vs-deepgram-alternative","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"105656310","internalName":"ASR Comparison Tool","heading":"ASR Comparison Tool","url":"https://deepgram.com/asr-comparison/","icon":"chart-horizontal","iconFile":{"__typename":"FileField","id":"55495589","title":null,"filename":"chart-horizontal.svg","size":737,"alt":null,"url":"https://www.datocms-assets.com/96965/1686950378-chart-horizontal.svg","width":40,"height":40},"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null}],"id":"105656339","internalName":"Compare Menu","heading":"Compare","url":"https://deepgram.com/asr-comparison/compare-accuracy/#","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","menuItem":[{"__typename":"MenuItemRecord","id":"FwrMS8n4QHqGJKghP47tDw","internalName":"AI Apps","heading":"AI Apps","url":"https://deepgram.com/ai-apps","icon":"","iconFile":null,"subhead":"","isWrapper":false,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"GiCSGCMpQkK0qv_Liwf6WA","internalName":"AI Glossary","heading":"AI Glossary","url":"https://deepgram.com/ai-glossary","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"Rvar7YzSQ2-V0O4NXpgkMw","internalName":"AI Voice Generator Tool","heading":"AI Voice Generator Tool","url":"https://deepgram.com/ai-voice-generator","icon":"","iconFile":null,"subhead":"","isWrapper":false,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"HPEFfyxhQIi9GS4xjiniJA","internalName":"Audio \u0026 Video Transcription Tool","heading":"Audio \u0026 Video Transcription Tool","url":"https://deepgram.com/free-transcription","icon":"","iconFile":null,"subhead":"","isWrapper":false,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"DiI5nYyqRYq5rSNxQBokpw","internalName":"Introducing Deepgram’s Voice Agent API","heading":"Introducing Deepgram’s Voice Agent API","url":"https://deepgram.com/learn/introducing-ai-voice-agent-api","icon":"","iconFile":null,"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","id":"asylm83QRxOIAYmudvhWUw","internalName":"Deepgram and Amazon Connect Integration","heading":"Deepgram and Amazon Connect Integration","url":"https://deepgram.com/learn/aws-connect-partnership-expansion-unlocks-voice-data-scale","icon":"","iconFile":null,"subhead":"","isWrapper":false,"isHighlightedLink":false,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":false},{"__typename":"MenuItemRecord","id":"b9E6K_EhR32SQ3cae-Zx8Q","internalName":"The Best Speech-to-Text APIs in 2024","heading":"The Best Speech-to-Text APIs in 2024","url":"https://deepgram.com/learn/best-speech-to-text-apis","icon":"","iconFile":null,"subhead":"","isWrapper":false,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":false,"isFeaturedMenu":null}],"id":"138844913","internalName":"Resources | Footer","heading":"Resources","url":"","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null}],"bottomFooter":[{"__typename":"MenuItemRecord","id":"105656964","internalName":"Terms","heading":"Terms","url":"https://deepgram.com/terms/","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null},{"__typename":"MenuItemRecord","id":"105656968","internalName":"Privacy","heading":"Privacy","url":"https://deepgram.com/privacy/","icon":"","iconFile":null,"subhead":"","isWrapper":null,"isHighlightedLink":null,"isSubMenu":false,"isBlogMenu":null,"isFeaturedMenu":null}],"form":{"__typename":"ComponentFormRecord","id":"105656090","internalName":"Footer Form","formId":"57010195-c142-4647-9db2-fd0ea0af1df8","variant":"hubspot","inverted":null,"popupBackgroundColor":"","formHeading":"","sectionHeading":"","sectionHeadingSize":"","headingSizeTablet":"lg","headingSizeMobile":"lg"},"disclaimerText":"Copyright © 2025 Deepgram","logo":null,"tagline":""},"key":"confidence-intervals"},"__N_SSG":true},"page":"/ai-glossary/[[...slug]]","query":{"slug":["confidence-intervals"]},"buildId":"zxSe9UmA-i21zTrjFfUrb","isFallback":false,"dynamicIds":[55254,57566,86978],"gsp":true,"scriptLoader":[]}</script><noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-PFZZ2KW" height="0" width="0" style="display: none; visibility: hidden;" /></noscript><div id="portal-root"></div></body></html>