CINXE.COM
Online Gradient Descent | Deepgram
<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><title>Online Gradient Descent | Deepgram</title><meta name="description" content="Online Gradient Descent (OGD) is a significant leap forward in machine learning for training models on data that arrives sequentially...."/><meta name="application-name" content="Online Gradient Descent | Deepgram"/><meta name="robots" content="index, follow"/><link rel="canonical" href="https://deepgram.com/ai-glossary/online-gradient-descent"/><meta property="og:site_name" content="Deepgram"/><meta property="og:type" content="website"/><meta property="og:url" content="https://deepgram.com/ai-glossary/online-gradient-descent"/><meta property="og:title" content="Online Gradient Descent | Deepgram"/><meta property="og:description" content="Online Gradient Descent (OGD) is a significant leap forward in machine learning for training models on data that arrives sequentially...."/><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/online-gradient-descent"/><meta property="twitter:title" content="Online Gradient Descent | Deepgram"/><meta property="twitter:description" content="Online Gradient Descent (OGD) is a significant leap forward in machine learning for training models on data that arrives sequentially...."/><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 defer="" src="/_next/static/chunks/628-8f36165c2ea698a1.js"></script><script defer="" src="/_next/static/chunks/8456-1624e6020d719d52.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-9e7def764b0b598f.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/qlbhhzzr3IfbpQ0rDQD-B/_buildManifest.js" defer=""></script><script src="/_next/static/qlbhhzzr3IfbpQ0rDQD-B/_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*/ .cMdsen{width:100%;height:100%;}/*!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,cMdsen,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*/ .AtfTn{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;width:100%;max-width:100%;}/*!sc*/ .gzXpTI{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;margin-left:auto;margin-right:auto;position:relative;max-width:970px;width:100%;height:100%;}/*!sc*/ .jaZmRB{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;position:absolute;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;width:96px;height:96px;border-radius:50%;background-color:#101014;left:50%;top:50%;-webkit-transform:translate(-50%,-50%);-ms-transform:translate(-50%,-50%);transform:translate(-50%,-50%);z-index:10;-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;cursor:pointer;-webkit-transition:all .3s;transition:all .3s;opacity:1;}/*!sc*/ @media screen and (min-width:768px){.jaZmRB{width:90px;height:90px;}}/*!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*/ .QuIBn{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;gap:16px;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;margin-top:1.5rem;}/*!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,AtfTn,gzXpTI,jaZmRB,dslPBO,PRHwk,QuIBn,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*/ .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.g4[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.g5[id="sc-4555ca6a-0"]{content:"htUWGk,kIEulY,cGaypB,fLfQKM,"}/*!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.g6[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*/ .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.g8[id="sc-b323b31-0"]{content:"btXZGI,fAyXOw,jYoQJr,bzvkpX,kzoxAi,gIJLbd,hHDluE,lnJhVG,ilnsGr,fcPowg,bZmEHx,iNRMrC,jUNaqu,fmcyDO,JYZsj,caUwZV,gWWWKc,lnNnlT,dKGACE,jBPWIy,jOcNrR,hIsFvR,eThfML,jgUCVJ,fvIpti,esKgrX,fNHedI,csXpZL,eDwhGn,bhNNuo,"}/*!sc*/ .kritbo img{max-width:100%;height:auto;}/*!sc*/ data-styled.g9[id="sc-5f7d928-0"]{content:"kritbo,"}/*!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.g12[id="sc-b22001da-2"]{content:"eAcnIZ,dJJSTR,"}/*!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.g53[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.g54[id="sc-f5e67a3c-1"]{content:"brcSfa,"}/*!sc*/ .czlhnZ{list-style:none;}/*!sc*/ data-styled.g55[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.g56[id="sc-f5e67a3c-3"]{content:"jzgMew,"}/*!sc*/ .bDFWMB{object-fit:contain;}/*!sc*/ data-styled.g57[id="sc-f5e67a3c-4"]{content:"bDFWMB,"}/*!sc*/ .fcUGTU{object-fit:contain;}/*!sc*/ data-styled.g58[id="sc-f5e67a3c-5"]{content:"fcUGTU,"}/*!sc*/ .hNlWwm{aspect-ratio:16 / 9;}/*!sc*/ data-styled.g113[id="sc-e61620d4-1"]{content:"hNlWwm,"}/*!sc*/ .emlDnZ{box-shadow:0px 3.65911px 14.6364px rgba(0,0,0,0.1);}/*!sc*/ data-styled.g114[id="sc-e61620d4-2"]{content:"emlDnZ,"}/*!sc*/ .dShruM{aspect-ratio:16 / 9;}/*!sc*/ data-styled.g115[id="sc-e61620d4-3"]{content:"dShruM,"}/*!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.g119[id="sc-55bcd36-0"]{content:"xEeaM,"}/*!sc*/ .ccmWmA{cursor:pointer;}/*!sc*/ data-styled.g121[id="sc-55bcd36-2"]{content:"ccmWmA,"}/*!sc*/ .etTmcu:focus-within #search-results{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;}/*!sc*/ data-styled.g127[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.g128[id="sc-8e7440ad-1"]{content:"cxZbdr,"}/*!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.g129[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.g130[id="sc-42818e5a-1"]{content:"dZzOHq,"}/*!sc*/ .eBBHJ li::marker{font-size:16px;}/*!sc*/ data-styled.g131[id="sc-42818e5a-2"]{content:"eBBHJ,"}/*!sc*/ .ipqlKg{-webkit-scroll-margin-top:120px;-moz-scroll-margin-top:120px;-ms-scroll-margin-top:120px;scroll-margin-top:120px;}/*!sc*/ data-styled.g132[id="sc-42818e5a-3"]{content:"ipqlKg,"}/*!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.g135[id="sc-4e888a2-0"]{content:"cifBqP,"}/*!sc*/ .zIKHU p{color:#a9a9ad;font-size:16px;line-height:24px;}/*!sc*/ .zIKHU a{color:#79AFFA;}/*!sc*/ data-styled.g140[id="sc-a48d0877-0"]{content:"zIKHU,"}/*!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">Online Gradient Descent</h1><div class="sc-ace17a57-0 fJkbQy"><p font-family="bodyFont" class="sc-5159831f-0 GBftN">Online Gradient Descent (OGD) is a significant leap forward in machine learning for training models on data that arrives sequentially.</p></div></div></div><!--$--><div class="sc-ace17a57-0 sc-4e888a2-0 hfDdWp cifBqP"><p class="sc-5159831f-0">Have you ever faced the challenge of making sense of massive streams of data, trying to predict trends, or optimize performance in real-time? You're not alone. Every day, businesses and researchers grapple with these complex problems, seeking solutions that can handle the relentless influx of information. Enter the realm of online gradient descent (OGD), an optimization algorithm that stands out in the fast-paced world of machine learning. This powerful tool is your ally in training models on data that arrives sequentially, offering a dynamic approach to learning that keeps pace with the ever-changing data landscape.</p><p class="sc-5159831f-0"><div width="100%" class="sc-ace17a57-0 sc-e61620d4-3 AtfTn dShruM"><div id="OsnEPS7LR7OswTyhs1suGg" width="100%" height="100%" class="sc-ace17a57-0 sc-e61620d4-2 gzXpTI emlDnZ"><div display="flex" width="96px" height="96px" transform="translate(-50%, -50%)" cursor="pointer" opacity="1" class="sc-ace17a57-0 jaZmRB"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 448 512" color="#fff" style="color:#fff" height="32" width="32" xmlns="http://www.w3.org/2000/svg"><path d="M424.4 214.7L72.4 6.6C43.8-10.3 0 6.1 0 47.9V464c0 37.5 40.7 60.1 72.4 41.3l352-208c31.4-18.5 31.5-64.1 0-82.6z"></path></svg></div><div width="100%" height="100%" class="sc-6293d692-0 sc-e61620d4-1 cMdsen hNlWwm"><!--$--><!--/$--></div></div></div></p><h2 id="section-1-what-is-the-online-gradient-descent" class="sc-4555ca6a-0 sc-42818e5a-3 kIEulY ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Section 1: What is the Online Gradient Descent?</span></h2><p class="sc-5159831f-0">Online Gradient Descent (OGD) is not just any optimization algorithm; it's a significant leap forward in machine learning for training models on data that arrives sequentially. Unlike its counterpart, batch gradient descent, OGD thrives on the immediacy of data, updating parameters incrementally with each new piece of information. This iterative process is what makes OGD stand out:</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">OGD vs. Traditional Gradient Descent: While traditional gradient descent waits for the entire dataset to make one comprehensive update, OGD acts on the fly. It's the difference between having a real-time conversation and sending letters by postal mail. For large-scale or streaming data, OGD is the clear winner, offering updates as data flows in, without delay.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Minimizing the Cost Function: At the heart of OGD lies the cost function. It's the algorithm's compass, guiding it towards the lowest error possible. As new data enters the scene, OGD recalibrates, seeking to minimize this cost with each update, ensuring the model remains accurate and relevant.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">The Role of the Learning Rate: The learning rate in OGD is akin to the adjustment knob on a precision instrument. Set it too high, and you risk overshooting the target; too low, and progress is painstakingly slow. Research suggests starting at 0.001, but the perfect rate is a nuanced decision, unique to each scenario.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Mathematical Foundations: OGD's iterative update rule, grounded in the gradient of the cost function, is a dance of delicate balance. Each step is calculated, moving in the direction that reduces the cost, gradually leading to the desired optimization.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Challenges in Implementation: Implementing OGD isn't without its hurdles. Selecting an appropriate learning rate can feel like finding a needle in a haystack. Moreover, noisy gradients can send the model off-course, demanding constant vigilance and adjustment.</p></li></li></ul><p class="sc-5159831f-0">The genius of OGD lies not just in its ability to handle data as it comes but also in its adaptability to the ever-evolving landscape of machine learning. As we continue, we'll explore how to implement this dynamic tool and leverage its power across various applications.</p><h2 id="section-2-implementation-of-online-gradient-descent" class="sc-4555ca6a-0 sc-42818e5a-3 kIEulY ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Section 2: Implementation of Online Gradient Descent</span></h2><p class="sc-5159831f-0">When it comes to implementing Online Gradient Descent (OGD), a strategic approach is essential. This section provides a roadmap for those looking to apply OGD effectively, from the initial setup of model parameters to fine-tuning the learning rate and addressing the potential pitfalls.</p><h3 id="algorithmic-overview-of-ogd" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Algorithmic Overview of OGD</span></h3><p class="sc-5159831f-0">The implementation of OGD can be visualized through a pseudo-code representation or a flowchart. The algorithm typically follows these steps:</p><ol class="sc-ace17a57-0 sc-42818e5a-2 QuIBn eBBHJ"><li><p class="sc-5159831f-0">Initialize Parameters: Set the model parameters, often initialized to zero or small random values, to start the learning process.</p></li><li><p class="sc-5159831f-0">For each data point:</p></li><li><p class="sc-5159831f-0">Compute the gradient of the cost function concerning the current model parameters.</p></li><li><p class="sc-5159831f-0">Update the model parameters by moving in the opposite direction of the gradient, scaled by the learning rate.</p></li><li><p class="sc-5159831f-0">Repeat: Continue this process for each incoming data point, adjusting the model incrementally.</p></li></ol><h3 id="initialization-of-model-parameters" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Initialization of Model Parameters</span></h3><p class="sc-5159831f-0">The starting values of model parameters play a crucial role in the convergence of OGD. Choosing these initial values can influence the speed and quality of learning:</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">Zero or Near-Zero: Starting with zeros or small numbers close to zero can prevent early divergences.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Random Values: Small random numbers can break symmetry and help the algorithm in reaching convergence.</p></li></li></ul><h3 id="computing-the-gradient" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Computing the Gradient</span></h3><p class="sc-5159831f-0">To update the model parameters, OGD computes the gradient for each new data point:</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">Calculate the difference between the predicted value and the actual value.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Multiply this difference by the input value to find the gradient of the cost function.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Use this gradient to adjust the parameters in the direction that reduces the cost.</p></li></li></ul><h3 id="setting-an-appropriate-learning-rate" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Setting an Appropriate Learning Rate</span></h3><p class="sc-5159831f-0">The learning rate determines the size of the steps taken towards the minimum of the cost function. While research suggests that 0.001 is a good starting point, this value may need adjustment depending on the problem at hand:</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">Too High: May overshoot the minimum, causing divergence.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Too Low: Slows down convergence, leading to longer training times.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Adaptive: Adjusting the learning rate dynamically can improve performance.</p></li></li></ul><h3 id="the-role-of-epochs" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">The Role of Epochs</span></h3><p class="sc-5159831f-0">An epoch in OGD refers to one complete pass over the dataset. However, since OGD processes data points sequentially, it doesn't require multiple passes over the dataset to make updates:</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">Misconception: OGD does go through the entire dataset, but it does so one data point at a time.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Epoch Equivalence: In an online setting, each data point effectively represents a mini-epoch.</p></li></li></ul><h3 id="practical-implementation-examples" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Practical Implementation Examples</span></h3><p class="sc-5159831f-0">Practical implementations of OGD often include code snippets that demonstrate the update mechanism. For example, based on research from 'Implementation Of A Gradient Descent Function':</p><!--$--><!--/$--><h3 id="addressing-common-pitfalls" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Addressing Common Pitfalls</span></h3><p class="sc-5159831f-0">OGD implementations can face several challenges, such as overfitting, where the model performs well on training data but poorly on unseen data. Regularization techniques, like L1 or L2 norms, can mitigate this risk by adding a penalty for large weights to the cost function.</p><p class="sc-5159831f-0">In conclusion, the successful application of OGD hinges on a deep understanding of each component of the algorithm, from initial parameter setup to continuous adjustments and mitigating risks. By adhering to best practices and being mindful of common pitfalls, practitioners can harness the full potential of OGD in real-time learning environments.</p><h2 id="section-3-use-cases-of-online-gradient-descent" class="sc-4555ca6a-0 sc-42818e5a-3 kIEulY ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Section 3: Use Cases of Online Gradient Descent</span></h2><p class="sc-5159831f-0">Online Gradient Descent (OGD) stands out as a versatile algorithm in the rapidly evolving landscape of machine learning. Its real-time update capabilities render it particularly instrumental in a multitude of scenarios where traditional batch processing falls short.</p><h3 id="financial-modeling-for-realtime-stock-prediction" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Financial Modeling for Real-Time Stock Prediction</span></h3><p class="sc-5159831f-0">In the high-stakes arena of financial markets, OGD serves as a linchpin for the development of predictive models that adapt to new information instantaneously. Applications 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">Algorithmic Trading: OGD updates predictive models with each tick of stock prices, allowing for quick reactions to market movements.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Risk Assessment: Continual adjustment to credit scoring models as new consumer data arrives.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Portfolio Optimization: Real-time adjustment of asset allocations in response to changing market conditions.</p></li></li></ul><h3 id="online-learning-environments" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Online Learning Environments</span></h3><p class="sc-5159831f-0">Education technology harnesses the power of OGD to create adaptive learning platforms that refine educational content in response to user interaction:</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">Personalized Learning Paths: OGD refines recommendations for course material as it learns from student performance and feedback.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Dynamic Assessment Tools: Adapting difficulty levels of quizzes and exercises based on real-time student input.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Engagement Tracking: Modifying content delivery to maintain student engagement based on interaction patterns.</p></li></li></ul><p class="sc-5159831f-0"><div width="100%" class="sc-ace17a57-0 ldWHw component-img-wrapper" id="NpVOtWPlToearVCrOThlKA"><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="1798" height="1074" 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 1798 1074'%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%2F1718736413-screen-shot-2024-06-18-at-11-46-49-am.png&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718736413-screen-shot-2024-06-18-at-11-46-49-am.png&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718736413-screen-shot-2024-06-18-at-11-46-49-am.png&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718736413-screen-shot-2024-06-18-at-11-46-49-am.png&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718736413-screen-shot-2024-06-18-at-11-46-49-am.png&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718736413-screen-shot-2024-06-18-at-11-46-49-am.png&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718736413-screen-shot-2024-06-18-at-11-46-49-am.png&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718736413-screen-shot-2024-06-18-at-11-46-49-am.png&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718736413-screen-shot-2024-06-18-at-11-46-49-am.png&w=3840&q=75"/></div><div font-size="textSm" font-style="italic" class="sc-6293d692-0 jgEMAk"><!--$--><!--/$--></div></div></p><h3 id="internet-of-things-iot-applications" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Internet of Things (IoT) Applications</span></h3><p class="sc-5159831f-0">In the IoT ecosystem, where devices continuously stream data, OGD plays a critical role:</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">Predictive Maintenance: Updating models that predict equipment failure based on sensor data.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Smart Homes: Learning user preferences for temperature and lighting, and adjusting settings on-the-fly.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Health Monitoring: Analyzing real-time health data to provide immediate feedback or alerts.</p></li></li></ul><h3 id="largescale-machine-learning-problems" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Large-Scale Machine Learning Problems</span></h3><p class="sc-5159831f-0">OGD demonstrates its prowess in large-scale applications, where processing the entire dataset at once is infeasible:</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">Search Engines: Updating ranking algorithms as new data about user behavior emerges.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Recommender Systems: Continuously refining suggestions based on the latest user interactions.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Traffic Prediction: Adjusting models to predict congestion and traffic flow using real-time sensor data.</p></li></li></ul><h3 id="neural-network-training" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Neural Network Training</span></h3><p class="sc-5159831f-0">Training neural networks with OGD offers significant benefits:</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">Efficient Resource Utilization: Avoids the computational expense of processing large batches of data.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Continuous Learning: Allows neural networks to learn from new data without retraining from scratch.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Adaptability: Models remain current as they learn from each new data instance.</p></li></li></ul><h3 id="natural-language-processing-nlp" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Natural Language Processing (NLP)</span></h3><p class="sc-5159831f-0">OGD is transformative in the field of <a href="https://deepgram.com/ai-glossary/natural-language-processing">NLP</a>, particularly for applications requiring immediate response:</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">Real-Time Language Translation: Offers instant translation by updating models with each new phrase or sentence encountered.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Sentiment Analysis: Continuously adapts to the nuances of language usage in social media for more accurate sentiment prediction.</p></li></li></ul><h3 id="emerging-fields" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Emerging Fields</span></h3><p class="sc-5159831f-0">The potential of OGD extends into the future of technology and data analytics:</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">Real-Time Analytics for Big Data: Enables the analysis of streaming data for instant insights and decision-making.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Autonomous Systems: Empowers self-driving cars and drones to make immediate decisions based on continuous sensor data.</p></li></li></ul><p class="sc-5159831f-0">In each of these domains, OGD stands as a testament to the necessity and efficacy of real-time learning and adaptation in machine learning models. It not only streamlines the process of model updating but also ensures that models remain relevant in the face of ceaselessly incoming data. The future of OGD in machine learning appears not only promising but indispensable as we advance towards an even more interconnected and data-driven world.</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 iUnKGS">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 kmKRMV">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 iotBFW 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 dTOZsF 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-6-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-6-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-6-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-6-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-7-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-7-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-7-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-7-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 jgUCVJ">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 dsCZKx">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 fvIpti">O</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/online-gradient-descent" class="sc-e69ac761-0 ezFGlW">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":["online-gradient-descent"],"pageData":{"templateGlossary":{"__typename":"TemplateGlossaryRecord","id":"ciaa-zOITFyvTAGVD-ia9w","seo":null,"slug":"online-gradient-descent","title":"Online Gradient Descent","categoryPage":false,"excerpt":{"__typename":"TemplateGlossaryModelExcerptField","value":{"schema":"dast","document":{"type":"root","children":[{"type":"paragraph","children":[{"type":"span","value":"Online Gradient Descent (OGD) is a significant leap forward in machine learning for training models on data that arrives sequentially."}]}]}}},"body":{"__typename":"TemplateGlossaryModelBodyField","blocks":[],"links":[{"__typename":"ComponentVideoRecord","id":"OsnEPS7LR7OswTyhs1suGg","internalName":"Stochastic Gradient Descent vs Batch Gradient Descent vs Mini Batch Gradient Descent |DL Tutorial 14","title":"Stochastic Gradient Descent vs Batch Gradient Descent vs Mini Batch Gradient Descent |DL Tutorial 14","videoUrl":"https://www.youtube.com/watch?v=IU5fuoYBTAM","showOnResourceHub":false,"thumbnail":null,"videoFile":null,"autoPlay":false,"hasAudio":null,"callToActionPrimary":null},{"__typename":"ComponentImageRecord","id":"NpVOtWPlToearVCrOThlKA","caption":"From virtual TAs to accessibility expansion, [this article](https://deepgram.com/learn/from-virtual-tas-to-inclusive-learning-ai-s-impact-on-education) showcases how AI is revolutionizing the world of education.","imageDesktop":{"__typename":"FileField","id":"bvPsqikQRMm89SkPWugTRg","title":null,"filename":"screen-shot-2024-06-18-at-11-46-49-am.png","size":2552202,"alt":null,"url":"https://www.datocms-assets.com/96965/1718736413-screen-shot-2024-06-18-at-11-46-49-am.png","width":1798,"height":1074},"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 faced the challenge of making sense of massive streams of data, trying to predict trends, or optimize performance in real-time? You're not alone. Every day, businesses and researchers grapple with these complex problems, seeking solutions that can handle the relentless influx of information. Enter the realm of online gradient descent (OGD), an optimization algorithm that stands out in the fast-paced world of machine learning. This powerful tool is your ally in training models on data that arrives sequentially, offering a dynamic approach to learning that keeps pace with the ever-changing data landscape."}]},{"type":"paragraph","children":[{"item":"OsnEPS7LR7OswTyhs1suGg","type":"inlineItem"}]},{"type":"heading","level":2,"children":[{"type":"span","marks":["strong"],"value":"Section 1: What is the Online Gradient Descent?"}]},{"type":"paragraph","children":[{"type":"span","value":"Online Gradient Descent (OGD) is not just any optimization algorithm; it's a significant leap forward in machine learning for training models on data that arrives sequentially. Unlike its counterpart, batch gradient descent, OGD thrives on the immediacy of data, updating parameters incrementally with each new piece of information. This iterative process is what makes OGD stand out:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"OGD vs. Traditional Gradient Descent: While traditional gradient descent waits for the entire dataset to make one comprehensive update, OGD acts on the fly. It's the difference between having a real-time conversation and sending letters by postal mail. For large-scale or streaming data, OGD is the clear winner, offering updates as data flows in, without delay."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Minimizing the Cost Function: At the heart of OGD lies the cost function. It's the algorithm's compass, guiding it towards the lowest error possible. As new data enters the scene, OGD recalibrates, seeking to minimize this cost with each update, ensuring the model remains accurate and relevant."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"The Role of the Learning Rate: The learning rate in OGD is akin to the adjustment knob on a precision instrument. Set it too high, and you risk overshooting the target; too low, and progress is painstakingly slow. Research suggests starting at 0.001, but the perfect rate is a nuanced decision, unique to each scenario."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Mathematical Foundations: OGD's iterative update rule, grounded in the gradient of the cost function, is a dance of delicate balance. Each step is calculated, moving in the direction that reduces the cost, gradually leading to the desired optimization."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Challenges in Implementation: Implementing OGD isn't without its hurdles. Selecting an appropriate learning rate can feel like finding a needle in a haystack. Moreover, noisy gradients can send the model off-course, demanding constant vigilance and adjustment."}]}]}]},{"type":"paragraph","children":[{"type":"span","value":"The genius of OGD lies not just in its ability to handle data as it comes but also in its adaptability to the ever-evolving landscape of machine learning. As we continue, we'll explore how to implement this dynamic tool and leverage its power across various applications."}]},{"type":"heading","level":2,"children":[{"type":"span","marks":["strong"],"value":"Section 2: Implementation of Online Gradient Descent"}]},{"type":"paragraph","children":[{"type":"span","value":"When it comes to implementing Online Gradient Descent (OGD), a strategic approach is essential. This section provides a roadmap for those looking to apply OGD effectively, from the initial setup of model parameters to fine-tuning the learning rate and addressing the potential pitfalls."}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Algorithmic Overview of OGD"}]},{"type":"paragraph","children":[{"type":"span","value":"The implementation of OGD can be visualized through a pseudo-code representation or a flowchart. The algorithm typically follows these steps:"}]},{"type":"list","style":"numbered","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Initialize Parameters: Set the model parameters, often initialized to zero or small random values, to start the learning process."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"For each data point:"}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Compute the gradient of the cost function concerning the current model parameters."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Update the model parameters by moving in the opposite direction of the gradient, scaled by the learning rate."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Repeat: Continue this process for each incoming data point, adjusting the model incrementally."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Initialization of Model Parameters"}]},{"type":"paragraph","children":[{"type":"span","value":"The starting values of model parameters play a crucial role in the convergence of OGD. Choosing these initial values can influence the speed and quality of learning:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Zero or Near-Zero: Starting with zeros or small numbers close to zero can prevent early divergences."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Random Values: Small random numbers can break symmetry and help the algorithm in reaching convergence."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Computing the Gradient"}]},{"type":"paragraph","children":[{"type":"span","value":"To update the model parameters, OGD computes the gradient for each new data point:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Calculate the difference between the predicted value and the actual value."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Multiply this difference by the input value to find the gradient of the cost function."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Use this gradient to adjust the parameters in the direction that reduces the cost."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Setting an Appropriate Learning Rate"}]},{"type":"paragraph","children":[{"type":"span","value":"The learning rate determines the size of the steps taken towards the minimum of the cost function. While research suggests that 0.001 is a good starting point, this value may need adjustment depending on the problem at hand:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Too High: May overshoot the minimum, causing divergence."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Too Low: Slows down convergence, leading to longer training times."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Adaptive: Adjusting the learning rate dynamically can improve performance."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"The Role of Epochs"}]},{"type":"paragraph","children":[{"type":"span","value":"An epoch in OGD refers to one complete pass over the dataset. However, since OGD processes data points sequentially, it doesn't require multiple passes over the dataset to make updates:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Misconception: OGD does go through the entire dataset, but it does so one data point at a time."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Epoch Equivalence: In an online setting, each data point effectively represents a mini-epoch."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Practical Implementation Examples"}]},{"type":"paragraph","children":[{"type":"span","value":"Practical implementations of OGD often include code snippets that demonstrate the update mechanism. For example, based on research from 'Implementation Of A Gradient Descent Function':"}]},{"code":"def online_gradient_descent(X, y, rate=0.001, iterations=100):\n w = np.zeros(X.shape[1])\n for i in range(iterations):\n for x_i, y_i in zip(X, y):\n gradient = compute_gradient(x_i, y_i, w)\n w -= rate * gradient\n return w","type":"code","language":"python"},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Addressing Common Pitfalls"}]},{"type":"paragraph","children":[{"type":"span","value":"OGD implementations can face several challenges, such as overfitting, where the model performs well on training data but poorly on unseen data. Regularization techniques, like L1 or L2 norms, can mitigate this risk by adding a penalty for large weights to the cost function."}]},{"type":"paragraph","children":[{"type":"span","value":"In conclusion, the successful application of OGD hinges on a deep understanding of each component of the algorithm, from initial parameter setup to continuous adjustments and mitigating risks. By adhering to best practices and being mindful of common pitfalls, practitioners can harness the full potential of OGD in real-time learning environments."}]},{"type":"heading","level":2,"children":[{"type":"span","marks":["strong"],"value":"Section 3: Use Cases of Online Gradient Descent"}]},{"type":"paragraph","children":[{"type":"span","value":"Online Gradient Descent (OGD) stands out as a versatile algorithm in the rapidly evolving landscape of machine learning. Its real-time update capabilities render it particularly instrumental in a multitude of scenarios where traditional batch processing falls short."}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Financial Modeling for Real-Time Stock Prediction"}]},{"type":"paragraph","children":[{"type":"span","value":"In the high-stakes arena of financial markets, OGD serves as a linchpin for the development of predictive models that adapt to new information instantaneously. Applications include:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Algorithmic Trading: OGD updates predictive models with each tick of stock prices, allowing for quick reactions to market movements."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Risk Assessment: Continual adjustment to credit scoring models as new consumer data arrives."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Portfolio Optimization: Real-time adjustment of asset allocations in response to changing market conditions."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Online Learning Environments"}]},{"type":"paragraph","children":[{"type":"span","value":"Education technology harnesses the power of OGD to create adaptive learning platforms that refine educational content in response to user interaction:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Personalized Learning Paths: OGD refines recommendations for course material as it learns from student performance and feedback."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Dynamic Assessment Tools: Adapting difficulty levels of quizzes and exercises based on real-time student input."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Engagement Tracking: Modifying content delivery to maintain student engagement based on interaction patterns."}]}]}]},{"type":"paragraph","children":[{"item":"NpVOtWPlToearVCrOThlKA","type":"inlineItem"}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Internet of Things (IoT) Applications"}]},{"type":"paragraph","children":[{"type":"span","value":"In the IoT ecosystem, where devices continuously stream data, OGD plays a critical role:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Predictive Maintenance: Updating models that predict equipment failure based on sensor data."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Smart Homes: Learning user preferences for temperature and lighting, and adjusting settings on-the-fly."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Health Monitoring: Analyzing real-time health data to provide immediate feedback or alerts."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Large-Scale Machine Learning Problems"}]},{"type":"paragraph","children":[{"type":"span","value":"OGD demonstrates its prowess in large-scale applications, where processing the entire dataset at once is infeasible:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Search Engines: Updating ranking algorithms as new data about user behavior emerges."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Recommender Systems: Continuously refining suggestions based on the latest user interactions."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Traffic Prediction: Adjusting models to predict congestion and traffic flow using real-time sensor data."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Neural Network Training"}]},{"type":"paragraph","children":[{"type":"span","value":"Training neural networks with OGD offers significant benefits:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Efficient Resource Utilization: Avoids the computational expense of processing large batches of data."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Continuous Learning: Allows neural networks to learn from new data without retraining from scratch."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Adaptability: Models remain current as they learn from each new data instance."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Natural Language Processing (NLP)"}]},{"type":"paragraph","children":[{"type":"span","value":"OGD is transformative in the field of "},{"url":"https://deepgram.com/ai-glossary/natural-language-processing","type":"link","children":[{"type":"span","value":"NLP"}]},{"type":"span","value":", particularly for applications requiring immediate response:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Real-Time Language Translation: Offers instant translation by updating models with each new phrase or sentence encountered."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Sentiment Analysis: Continuously adapts to the nuances of language usage in social media for more accurate sentiment prediction."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Emerging Fields"}]},{"type":"paragraph","children":[{"type":"span","value":"The potential of OGD extends into the future of technology and data analytics:"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Real-Time Analytics for Big Data: Enables the analysis of streaming data for instant insights and decision-making."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Autonomous Systems: Empowers self-driving cars and drones to make immediate decisions based on continuous sensor data."}]}]}]},{"type":"paragraph","children":[{"type":"span","value":"In each of these domains, OGD stands as a testament to the necessity and efficacy of real-time learning and adaptation in machine learning models. It not only streamlines the process of model updating but also ensures that models remain relevant in the face of ceaselessly incoming data. The future of OGD in machine learning appears not only promising but indispensable as we advance towards an even more interconnected and data-driven world."}]},{"type":"paragraph","children":[{"item":"OcUPVLYOTdiOH90vXDPFbA","type":"inlineItem"}]}]}}},"_updatedAt":"2024-06-24T11:59:53-07:00"},"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":"online-gradient-descent"},"__N_SSG":true},"page":"/ai-glossary/[[...slug]]","query":{"slug":["online-gradient-descent"]},"buildId":"qlbhhzzr3IfbpQ0rDQD-B","isFallback":false,"isExperimentalCompile":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>