CINXE.COM

<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><title>Data Labeling | Deepgram</title><meta name="description" content="Data labeling involves the meticulous task of identifying raw data—be it images, text files, videos, and more—and annotating them with informative labels tha..."/><meta name="application-name" content="Data Labeling | Deepgram"/><meta name="robots" content="index, follow"/><link rel="canonical" href="https://deepgram.com/ai-glossary/data-labeling"/><meta property="og:site_name" content="Deepgram"/><meta property="og:type" content="website"/><meta property="og:url" content="https://deepgram.com/ai-glossary/data-labeling"/><meta property="og:title" content="Data Labeling | Deepgram"/><meta property="og:description" content="Data labeling involves the meticulous task of identifying raw data—be it images, text files, videos, and more—and annotating them with informative labels tha..."/><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/data-labeling"/><meta property="twitter:title" content="Data Labeling | Deepgram"/><meta property="twitter:description" content="Data labeling involves the meticulous task of identifying raw data—be it images, text files, videos, and more—and annotating them with informative labels tha..."/><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*/ .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,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*/ .cLUpGM{-webkit-text-decoration:underline;text-decoration:underline;}/*!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,cLUpGM,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*/ .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">Data Labeling</h1><div class="sc-ace17a57-0 fJkbQy"><p font-family="bodyFont" class="sc-5159831f-0 GBftN">Data labeling involves the meticulous task of identifying raw data—be it images, text files, videos, and more—and annotating them with informative labels that serve as the foundation for training machine learning models.</p></div></div></div><div class="sc-ace17a57-0 sc-4e888a2-0 hfDdWp cifBqP"><p class="sc-5159831f-0">In an age where artificial intelligence (AI) and machine learning (ML) are revolutionizing industries, the linchpin of this technological renaissance often goes unnoticed: data labeling. Have you ever pondered the forces behind the scenes that make AI systems such as Siri or self-driving cars possible? It starts with a foundational step—data labeling. This article illuminates the intricacies of data labeling in machine learning, a process that may seem mundane but is vitally consequential in training sophisticated algorithms. </p><h2 id="what-is-data-labeling-in-machine-learning" class="sc-4555ca6a-0 sc-42818e5a-3 kIEulY ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">What is Data Labeling in Machine Learning?</span></h2><p class="sc-5159831f-0">Imagine a world where machines learn from their experiences much like humans do. This world is not a distant fantasy but a reality made possible through the process of data labeling in machine learning. Data labeling involves the meticulous task of identifying raw data—be it images, text files, videos, and more—and annotating them with informative labels that serve as the foundation for training machine learning models.</p><p class="sc-5159831f-0">At the heart of this process are data annotators—the unsung heroes who encode the raw data with human insight. They classify and tag data with labels that machines, in turn, use to learn and make predictions. This process can occur manually, where individuals painstakingly label each data point, or through automated systems that leverage existing algorithms to expedite the process.</p><p class="sc-5159831f-0">Supervised learning, a subfield of machine learning, particularly relies on labeled data. Here, algorithms use labeled examples to learn how to predict outcomes for unseen data. The distinction between labeled and unlabeled data is stark; labeled data is the compass that guides the accuracy and reliability of machine learning models.</p><p class="sc-5159831f-0">Yet, data labeling is not without its challenges. Ensuring quality across the labeled datasets, managing costs effectively, and handling the sheer volume of data represent significant hurdles. Companies like <a href="https://aws.amazon.com/what-is/data-labeling/"><span text-decoration="underline" class="sc-b323b31-0 cLUpGM">AWS</span></a> and <a href="https://www.ibm.com/topics/data-labeling"><span text-decoration="underline" class="sc-b323b31-0 cLUpGM">IBM</span></a> provide insights into how they integrate software, processes, and human expertise to structure and label data effectively for machine learning.</p><p class="sc-5159831f-0">Despite its critical role, data labeling is riddled with misconceptions. Some may view it as a menial task, yet, as <a href="https://www.peopleforai.com/"><span text-decoration="underline" class="sc-b323b31-0 cLUpGM">People for AI</span></a> highlights, the quality of labeling directly impacts the performance of algorithms. It's a nuanced process that requires careful consideration, and getting it right is paramount for the success of AI applications.</p><h2 id="a-brief-respite-how-data-labeling-solves-the-insidious-problem-behind-llms" class="sc-4555ca6a-0 sc-42818e5a-3 kIEulY ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">A brief respite: How Data Labeling solves the insidious problem behind LLMs</span></h2><p class="sc-5159831f-0">The video below outlines an insidious problem with <a href="https://deepgram.com/ai-glossary/large-language-model">Large Language Models (LLMs)</a>. Specifically, we are biasing LLMs to text-data while neglecting audio data, which is akin to teaching a child how to read/write, but never how to speak/listen. As a result, LLMs don’t know how to handle spoken natural language, which makes up around 87% of verbal communication.</p><p class="sc-5159831f-0">How do we solve this problem? Data labeling! </p><p class="sc-5159831f-0">Click the video below to learn more.</p><p class="sc-5159831f-0"><div width="100%" class="sc-ace17a57-0 sc-e61620d4-3 AtfTn dShruM"><div id="dUk0uFdlQyimodvbQxeEaQ" 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="why-data-labeling-is-important" class="sc-4555ca6a-0 sc-42818e5a-3 kIEulY ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Why Data Labeling is Important</span></h2><p class="sc-5159831f-0">Data labeling acts as the cornerstone of machine learning, directly influencing the algorithm's performance and outcome. It's the meticulous process of categorizing and tagging raw data that teaches machine learning models how to interpret the world.</p><h3 id="the-garbage-in-garbage-out-principle" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">The 'Garbage In, Garbage Out' Principle</span></h3><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Data quality is paramount: Just as quality ingredients are essential for a gourmet meal, high-quality data is crucial for machine learning algorithms. Inferior data leads to poor model performance.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Impact on algorithm accuracy: Algorithms can only be as good as the data they learn from. Precise data labeling ensures that the input data is informative and relevant, leading to more accurate outputs.</p></li></li></ul><h3 id="importance-of-highquality-labeled-data" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Importance of High-Quality Labeled Data</span></h3><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Coursera's insights: According to a <a href="https://www.coursera.org/articles/types-of-machine-learning"><span text-decoration="underline" class="sc-b323b31-0 cLUpGM">Coursera article</span></a>, high-quality labeled data is the backbone of training accurate and reliable machine learning models.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Enhanced model reliability: Carefully labeled data minimizes errors, increases the reliability of predictions, and improves decision-making capabilities of AI systems.</p></li></li></ul><h3 id="difficulty-of-attaining-highquality-labeled-data" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Difficulty of attaining High-Quality Labeled Data</span></h3><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">In order to make these machines as intelligent as humans, we have to rely on human-labeled data. This requires many long hours of manually labeling images of traffic and street signs to teach a self-driving car the rules of the road, for example.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">CAPTCHAs are one way to gather and verify this data. Amazon Turk is another way.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Companies like <a href="https://deepgram.com/">Deepgram</a> hire people to gather and label data by hand, in-house. However, most startups and companies will not be able to do this, since it is so financially costly. Nevertheless, the result of such data labeling is a series of incredibly accurate and efficient AI models.</p></li></li></ul><h3 id="generalization-to-new-examples" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Generalization to New Examples</span></h3><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Training data as a guide: Data labeling instructs machine learning algorithms on how to process and interpret new, unseen data.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Facilitating model adaptability: A well-labeled dataset equips models to generalize from training data to real-world applications effectively.</p></li></li></ul><h3 id="data-labeling-across-industries" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Data Labeling Across Industries</span></h3><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Market growth: As per <a href="https://straitsresearch.com/report/data-collection-and-labeling-market"><span text-decoration="underline" class="sc-b323b31-0 cLUpGM">Straits Research</span></a>, data labeling is witnessing significant growth across various sectors, such as healthcare, automotive, and retail.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Catalyst for innovation: Proper data labeling practices are vital for the advancement and adoption of AI technologies in these industries.</p></li></li></ul><h3 id="ethical-considerations-and-bias-avoidance" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Ethical Considerations and Bias Avoidance</span></h3><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">The risk of bias: Unintentional bias in data can lead to skewed AI models with potentially harmful consequences.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Ethical data labeling: It's essential to approach data labeling with a commitment to fairness and diversity to ensure balanced data sets.</p></li></li></ul><h3 id="applicability-of-ai-in-realworld-scenarios" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Applicability of AI in Real-World Scenarios</span></h3><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Healthcare examples: In healthcare, data labeling enables AI to assist in diagnosing diseases by recognizing patterns in medical imagery.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Autonomous vehicles: For autonomous vehicles, labeled data informs the algorithms about the environment, leading to safer navigation and decision-making.</p></li></li></ul><h3 id="significance-in-the-context-of-ai-and-machine-learning" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Significance in the Context of AI and Machine Learning</span></h3><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">TechTarget's definition: <a href="https://www.techtarget.com/whatis/definition/data-labeling"><span text-decoration="underline" class="sc-b323b31-0 cLUpGM">TechTarget</span></a> defines data labeling as a crucial step in the machine learning process, underscoring its importance in developing robust AI models.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Foundation for AI applications: Without accurate data labeling, the potential for AI to solve complex problems and enhance human capabilities remains untapped.</p></li></li></ul><p class="sc-5159831f-0">Data labeling, therefore, is not just a preparatory step in the machine learning pipeline; it is a strategic element that determines the success of AI implementations across various domains. As the industry continues to evolve, the focus on high-quality data labeling will become increasingly critical, shaping the future of intelligent systems and their impact on society.</p><h2 id="how-data-labeling-works" class="sc-4555ca6a-0 sc-42818e5a-3 kIEulY ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">How Data Labeling Works</span></h2><p class="sc-5159831f-0">Data labeling is not just an activity; it's a sophisticated process that breathes intelligence into raw data, transforming it into a potent tool for machine learning models. This transformation journey from unstructured data to labeled datasets is intricate and involves multiple stages, tools, and human expertise.</p><h3 id="the-journey-from-raw-data-to-labeled-datasets" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">The Journey from Raw Data to Labeled Datasets</span></h3><p class="sc-5159831f-0">The process commences with raw data collection—be it images, text, audio, or video—which then undergoes meticulous tagging. Here, each piece of data receives a label that defines its nature or the object it represents. This crucial stage sets the foundation for the machine's learning curve, dictating the accuracy and effectiveness of future predictions.</p><h3 id="annotation-tools-and-platforms" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Annotation Tools and Platforms</span></h3><p class="sc-5159831f-0">Various annotation tools and platforms come into play, simplifying the complex task of data labeling. These sophisticated systems allow data annotators to efficiently tag massive datasets with precision. Furthermore, they often provide features like label suggestion and automatic detection to streamline the process.</p><h3 id="the-role-of-data-annotators" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">The Role of Data Annotators</span></h3><p class="sc-5159831f-0">Integral to data labeling, data annotators—both humans and AI systems—form the core of a labeling ecosystem. While humans bring in nuanced understanding and context sensitivity, machines offer speed and consistency. It's their combined efforts that enrich and refine the data, preparing it for the learning phase.</p><h3 id="the-hybrid-approach-of-humanintheloop-machine-learning" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">The Hybrid Approach of Human-in-the-Loop Machine Learning</span></h3><p class="sc-5159831f-0">Hashnode.dev outlines the Human-in-the-Loop (HITL) machine learning approach, where the synergy between human intellect and machine efficiency becomes evident. Here, humans oversee and rectify the machine's work, ensuring high-quality labeling and, consequently, a robust learning model.</p><h3 id="iterative-model-training-with-labeled-data" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Iterative Model Training with Labeled Data</span></h3><p class="sc-5159831f-0">Machine learning is inherently iterative—continual refinements lead to exponential improvements. As the model ingests labeled data, it starts recognizing patterns and making predictions. With each iteration, its performance is assessed, and adjustments are made, ensuring the model's evolution aligns with desired outcomes.</p><h3 id="semisupervised-learning-a-synergistic-strategy" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Semi-Supervised Learning: A Synergistic Strategy</span></h3><p class="sc-5159831f-0">In semi-supervised learning, the combination of labeled and unlabeled data works to enhance machine learning efficiency. This strategy exploits the labeled data to understand the structure of the dataset and then extrapolates this understanding to unlabeled data, optimizing the learning process.</p><h3 id="quality-control-in-data-labeling" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Quality Control in Data Labeling</span></h3><p class="sc-5159831f-0">Quality control is non-negotiable in data labeling. To counter individual biases and errors, multiple annotators often review the same dataset, providing a more objective and accurate labeling outcome. This multipronged approach ensures that the final dataset stands as a reliable and unbiased source for training machine learning models.</p><p class="sc-5159831f-0">Data labeling, thus, is a dynamic and critical phase in the life cycle of machine learning. It demands precision, discernment, and an intricate blend of human and machine collaboration. As the technology landscape evolves, so do the systems and strategies for data labeling, promising even more refined and intelligent models for the future.</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><h2 id="use-cases-of-data-labeling" class="sc-4555ca6a-0 sc-42818e5a-3 kIEulY ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Use Cases of Data Labeling</span></h2><p class="sc-5159831f-0">Data labeling in machine learning stands as the pivotal process that allows AI to interpret our complex world. The spectrum of its applications is vast, demonstrating the transformative power of well-labeled data across various sectors.</p><h3 id="image-recognition-in-autonomous-vehicles" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Image Recognition in Autonomous Vehicles</span></h3><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Safety and Navigation: Autonomous vehicles rely on image recognition systems that have been trained with labeled data to navigate roads safely.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Object Detection: Labeled data helps these vehicles distinguish between pedestrians, other vehicles, traffic signs, and lane markings.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Real-time Decisions: Accurate labeling is critical for the split-second decision-making required for autonomous driving.</p></li></li></ul><h3 id="natural-language-processing-nlp" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><a href="https://deepgram.com/ai-glossary/natural-language-processing"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Natural Language Processing</span></a><span font-weight="bold" class="sc-b323b31-0 caUwZV"> (NLP)</span></h3><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0"><a href="https://deepgram.com/ai-glossary/sentiment-analysis">Sentiment Analysis</a>: Data labeling identifies the sentiment behind text data, enabling machines to understand customer feedback.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Chatbots: Training with labeled conversational datasets allows chatbots to provide relevant responses and improve customer service.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Language Translation: Labeled datasets in multiple languages empower AI with translation capabilities, bridging communication gaps.</p></li></li></ul><h3 id="healthcare-diagnostics" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><a href="https://www.aiminds.com/p/ai-and-medicine"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Healthcare Diagnostics</span></a></h3><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Disease Identification: Labeled medical images, such as MRIs and X-rays, help AI in diagnosing diseases by recognizing patterns indicative of specific conditions.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Treatment Personalization: Labeled data guides AI in customizing treatment plans based on patient data analysis.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Predictive Analytics: Machine learning algorithms can predict patient outcomes by analyzing labeled historical data.</p></li></li></ul><h3 id="retail-customer-behavior-analysis" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Retail Customer Behavior Analysis</span></h3><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Personalized Recommendations: Labeled purchase history data enables AI to recommend products tailored to individual customer preferences.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Inventory Management: AI uses labeled sales data to predict stock levels, optimizing inventory management.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Customer Service: Data labeling improves AI-driven customer service by understanding and responding to customer inquiries.</p></li></li></ul><h3 id="security-applications" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Security Applications</span></h3><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Facial Recognition: Labeled datasets train AI to accurately recognize and verify identities in security systems.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Fraud Detection: Labeled transactional data enables machine learning algorithms to detect patterns of fraud.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Surveillance: AI monitors and analyzes video feeds with labeled data to identify potential security threats.</p></li></li></ul><h3 id="market-growth-and-industry-impact" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Market Growth and Industry Impact</span></h3><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Market Expansion: Straits Research reports a significant growth in the data labeling market, highlighting its escalating demand.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Industry Adoption: A wide array of industries now integrate data labeling to innovate and enhance AI applications.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Economic Influence: The rise in data labeling is a testament to its economic impact on AI development across sectors.</p></li></li></ul><h3 id="interaction-with-unstructured-data" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Interaction with </span><a href="https://www.aiminds.com/p/navigating-big-data"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Unstructured Data</span></a></h3><ul class="sc-ace17a57-0 sc-42818e5a-1 dslPBO dZzOHq"><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Content Analysis: Data labeling allows AI to analyze and interpret unstructured data such as audio and video.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">Media Monitoring: AI monitors media channels, identifying and categorizing content through labeled data.</p></li></li><li class="sc-ace17a57-0 sc-42818e5a-0 PRHwk hegRkn"><li><p class="sc-5159831f-0">User Experience: Improved interaction with unstructured data leads to enhanced user experiences in digital platforms.</p></li></li></ul><p class="sc-5159831f-0">As data labeling continues to refine AI's understanding of our world, its applications are only bound to grow. The strategic implementation of labeled datasets across industries not only augments the capabilities of AI but also unlocks new horizons for innovation and efficiency.</p><h2 id="implementations-of-data-labeling" class="sc-4555ca6a-0 sc-42818e5a-3 kIEulY ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Implementations of Data Labeling</span></h2><p class="sc-5159831f-0">The art and science of data labeling have become integral to the tapestry of machine learning (ML), weaving through the workflow to enhance predictive models and decision-making processes. This section delves into the intricacies of data labeling implementations, drawing from a wealth of industry knowledge and technological advancements.</p><h3 id="machine-learning-workflows" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Machine Learning Workflows</span></h3><p class="sc-5159831f-0">The Cloudfactory guide illuminates how data labeling is not just a step but a continuum in machine learning workflows. From raw data collection to the iterative training of models, labeling acts as the compass that guides algorithms towards true north—accuracy and reliability. Supervised learning models, in particular, feast on this labeled data to learn, adapt, and ultimately, perform. The label quality directly correlates with efficiency, as high-fidelity data reduces the time and computational resources required to reach model maturity.</p><h3 id="advancements-in-data-labeling-tools" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Advancements in Data Labeling Tools</span></h3><p class="sc-5159831f-0">As data grows in complexity, so too must the tools we use to label it. Platforms now boast advanced features like automatic label suggestions and context-sensitive interfaces, tackling varied data types from high-resolution images to intricate time-series. These tools not only speed up the process but also enhance the precision of labeling, a critical factor in complex scenarios such as medical diagnosis or predictive maintenance.</p><h3 id="crowdsourcing-and-large-datasets" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Crowdsourcing and Large Datasets</span></h3><p class="sc-5159831f-0">When data scales to the magnitude of big data, crowdsourcing becomes a beacon of manageability. Platforms like Superannotate demonstrate how distributed human intelligence can label vast datasets with agility and accuracy. This collective effort not only distributes the workload but also brings diverse perspectives to data interpretation, enriching the dataset's dimensional accuracy.</p><h3 id="generative-ai-platforms-and-automation" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Generative AI Platforms and Automation</span></h3><p class="sc-5159831f-0">The potential of <a href="https://deepgram.com/ai-glossary/natural-language-understanding">generative AI</a> platforms such as WatsonX marks a new dawn in data labeling. these platforms are pioneering the automation of labeling, learning from unlabeled data to generate annotations. This self-improving cycle propels machine learning forward with minimal human intervention, opening doors to unprecedented volumes of data being labeled and utilized.</p><p class="sc-5159831f-0">The automation of labeling has proven controversial, however. Some ask the question, <a href="https://deepgram.com/learn/when-ai-eats-itself">what happens when AI eats itself</a>? The biggest danger is that mistakes made by an initial labeling AI will be exacerbated in later generations of that same model.</p><h3 id="domain-expertise-in-labeling" class="sc-4555ca6a-0 sc-42818e5a-3 cGaypB ipqlKg"><span font-weight="bold" class="sc-b323b31-0 caUwZV">Domain Expertise in Labeling</span></h3><p class="sc-5159831f-0">Despite the leaps in technology, the importance of domain expertise remains unchallenged. Specialized knowledge is often the key to unlocking the true value of data, particularly in nuanced fields like legal or financial applications. Here, the precision and context that experts bring to data labeling are irreplaceable, ensuring that the resulting models operate within the realms of accuracy and applicability.</p><p class="sc-5159831f-0">As we venture further into the era of AI, the implementations of data labeling continue to expand and evolve. It is the keystone that supports the arch of AI's capabilities, ensuring that as our algorithms grow smarter, they remain rooted in the reality of expertly labeled data.</p><p class="sc-5159831f-0"><div width="100%" class="sc-ace17a57-0 ldWHw component-img-wrapper" id="bwO3yRJyTOexAC3lZ3jvCw"><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="1804" height="1028" 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 1804 1028'%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%2F1718735980-screen-shot-2024-06-18-at-11-39-33-am.png&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718735980-screen-shot-2024-06-18-at-11-39-33-am.png&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718735980-screen-shot-2024-06-18-at-11-39-33-am.png&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718735980-screen-shot-2024-06-18-at-11-39-33-am.png&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718735980-screen-shot-2024-06-18-at-11-39-33-am.png&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718735980-screen-shot-2024-06-18-at-11-39-33-am.png&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718735980-screen-shot-2024-06-18-at-11-39-33-am.png&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718735980-screen-shot-2024-06-18-at-11-39-33-am.png&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fwww.datocms-assets.com%2F96965%2F1718735980-screen-shot-2024-06-18-at-11-39-33-am.png&w=3840&q=75"/></div><div font-size="textSm" font-style="italic" class="sc-6293d692-0 jgEMAk"></div></div></p></div></div></div><div height="100%" class="sc-6293d692-0 cqhOOc"><div width="100%" class="sc-ace17a57-0 bsQzxX"><div width="100%" class="sc-ace17a57-0 etKoXp"><div class="sc-ace17a57-0 dJCIVv"><a rel="" target="" title="AI Glossary Home" href="/ai-glossary" class="sc-e69ac761-0 eriglH"><div class="sc-ace17a57-0 ejPsAh"><span display="inline-flex" class="sc-b323b31-0 bZmEHx"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" fill="none" viewBox="0 0 24 24"><path stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M3 10.5651c0-.5744 0-.8616.074-1.126a2 2 0 0 1 .318-.6502c.1633-.2208.39-.3971.8434-.7498l6.7823-5.2751c.3513-.2732.527-.4099.721-.4624a1 1 0 0 1 .5226 0c.194.0525.3697.1891.721.4624l6.7823 5.2751c.4534.3527.6801.529.8434.7498.1446.1955.2524.4159.318.6502.074.2644.074.5516.074 1.126V17.8c0 1.1201 0 1.6801-.218 2.108a2 2 0 0 1-.874.874C19.4802 21 18.9201 21 17.8 21H6.2c-1.1201 0-1.6802 0-2.108-.218a2 2 0 0 1-.874-.874C3 19.4801 3 18.9201 3 17.8z"></path></svg></span><span font-size="textMd" class="sc-b323b31-0 gWWWKc">Back to Glossary Home</span></div></a><div class="sc-ace17a57-0 sc-8e7440ad-0 bgSXGu etTmcu"><style data-emotion="css i44wyl">.css-i44wyl{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;position:relative;min-width:0;padding:0;margin:0;border:0;vertical-align:top;}</style><div class="MuiFormControl-root MuiTextField-root sc-55bcd36-0 xEeaM css-i44wyl" width="100%" backgroundShorthand="rgba(255, 255, 255, 0.1)" border="1px solid" borderColor="gray-200" borderRadius="8px" overflowX="hidden" overflowY="hidden"><style data-emotion="css-global 1prfaxn">@-webkit-keyframes mui-auto-fill{from{display:block;}}@keyframes mui-auto-fill{from{display:block;}}@-webkit-keyframes mui-auto-fill-cancel{from{display:block;}}@keyframes mui-auto-fill-cancel{from{display:block;}}</style><style data-emotion="css 2oi8w2">.css-2oi8w2{font-family:var(--font-inter, sans-serif);font-size:1.125rem;line-height:1.4375em;font-weight:400;color:#101014;box-sizing:border-box;position:relative;cursor:text;display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;position:relative;background-color:rgba(0, 0, 0, 0.06);border-top-left-radius:4px;border-top-right-radius:4px;-webkit-transition:background-color 200ms cubic-bezier(0.0, 0, 0.2, 1) 0ms;transition:background-color 200ms cubic-bezier(0.0, 0, 0.2, 1) 0ms;padding-left:12px;padding-right:12px;min-width:320px;min-height:44px;border-radius:4px;height:44px;background-color:#101014;}.css-2oi8w2.Mui-disabled{color:rgba(0, 0, 0, 0.38);cursor:default;}.css-2oi8w2:hover{background-color:rgba(0, 0, 0, 0.09);}@media (hover: none){.css-2oi8w2:hover{background-color:rgba(0, 0, 0, 0.06);}}.css-2oi8w2.Mui-focused{background-color:rgba(0, 0, 0, 0.06);}.css-2oi8w2.Mui-disabled{background-color:rgba(0, 0, 0, 0.12);}.css-2oi8w2 .MuiInputBase-input{padding-top:8px;color:#ffffff;}.css-2oi8w2:hover{background-color:#2C2C33;}.css-2oi8w2.Mui-focused{background-color:#2C2C33;}.css-2oi8w2 .MuiInputAdornment-positionStart{margin-top:0!important;}</style><div class="MuiInputBase-root MuiFilledInput-root MuiInputBase-colorPrimary MuiInputBase-formControl MuiInputBase-adornedStart MuiInputBase-adornedEnd css-2oi8w2"><style data-emotion="css 1lhwiv6">.css-1lhwiv6{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;height:0.01em;max-height:2em;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;white-space:nowrap;color:rgba(0, 0, 0, 0.54);margin-right:8px;color:#A9A9AD;margin-top:0;margin-top:0px;}.css-1lhwiv6.MuiInputAdornment-positionStart.css-1lhwiv6:not(.MuiInputAdornment-hiddenLabel){margin-top:16px;}</style><div class="MuiInputAdornment-root MuiInputAdornment-positionStart MuiInputAdornment-filled MuiInputAdornment-sizeMedium css-1lhwiv6"><span class="notranslate"></span><span display="inline-flex" class="sc-b323b31-0 bZmEHx"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="none" viewBox="0 0 24 24"><path stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="m21 21-3.4999-3.5M20 11.5c0 4.6944-3.8056 8.5-8.5 8.5S3 16.1944 3 11.5 6.8056 3 11.5 3 20 6.8056 20 11.5"></path></svg></span></div><style data-emotion="css xrtpts">.css-xrtpts{font:inherit;letter-spacing:inherit;color:currentColor;padding:4px 0 5px;border:0;box-sizing:content-box;background:none;height:1.4375em;margin:0;-webkit-tap-highlight-color:transparent;display:block;min-width:0;width:100%;-webkit-animation-name:mui-auto-fill-cancel;animation-name:mui-auto-fill-cancel;-webkit-animation-duration:10ms;animation-duration:10ms;padding-top:25px;padding-right:0;padding-bottom:8px;padding-left:0;}.css-xrtpts::-webkit-input-placeholder{color:currentColor;opacity:0.42;-webkit-transition:opacity 200ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:opacity 200ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;}.css-xrtpts::-moz-placeholder{color:currentColor;opacity:0.42;-webkit-transition:opacity 200ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:opacity 200ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;}.css-xrtpts:-ms-input-placeholder{color:currentColor;opacity:0.42;-webkit-transition:opacity 200ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:opacity 200ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;}.css-xrtpts::-ms-input-placeholder{color:currentColor;opacity:0.42;-webkit-transition:opacity 200ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:opacity 200ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;}.css-xrtpts:focus{outline:0;}.css-xrtpts:invalid{box-shadow:none;}.css-xrtpts::-webkit-search-decoration{-webkit-appearance:none;}label[data-shrink=false]+.MuiInputBase-formControl .css-xrtpts::-webkit-input-placeholder{opacity:0!important;}label[data-shrink=false]+.MuiInputBase-formControl .css-xrtpts::-moz-placeholder{opacity:0!important;}label[data-shrink=false]+.MuiInputBase-formControl .css-xrtpts:-ms-input-placeholder{opacity:0!important;}label[data-shrink=false]+.MuiInputBase-formControl .css-xrtpts::-ms-input-placeholder{opacity:0!important;}label[data-shrink=false]+.MuiInputBase-formControl .css-xrtpts:focus::-webkit-input-placeholder{opacity:0.42;}label[data-shrink=false]+.MuiInputBase-formControl .css-xrtpts:focus::-moz-placeholder{opacity:0.42;}label[data-shrink=false]+.MuiInputBase-formControl .css-xrtpts:focus:-ms-input-placeholder{opacity:0.42;}label[data-shrink=false]+.MuiInputBase-formControl .css-xrtpts:focus::-ms-input-placeholder{opacity:0.42;}.css-xrtpts.Mui-disabled{opacity:1;-webkit-text-fill-color:rgba(0, 0, 0, 0.38);}.css-xrtpts:-webkit-autofill{-webkit-animation-duration:5000s;animation-duration:5000s;-webkit-animation-name:mui-auto-fill;animation-name:mui-auto-fill;}.css-xrtpts:-webkit-autofill{border-top-left-radius:inherit;border-top-right-radius:inherit;}</style><input aria-invalid="false" id=":R1jb5m:" name="search" placeholder="Search glossary..." type="text" class="MuiInputBase-input MuiFilledInput-input MuiInputBase-inputAdornedStart MuiInputBase-inputAdornedEnd css-xrtpts" value=""/><style data-emotion="css 1mpx2bd">.css-1mpx2bd{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;height:0.01em;max-height:2em;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;white-space:nowrap;color:rgba(0, 0, 0, 0.54);margin-right:8px;color:#A9A9AD;margin-top:0;}</style><div class="MuiInputAdornment-root MuiInputAdornment-positionStart MuiInputAdornment-outlined MuiInputAdornment-sizeMedium sc-55bcd36-2 ccmWmA css-1mpx2bd"><span class="notranslate"></span></div></div></div><div id="search-results" display="none" width="100%" class="sc-ace17a57-0 fVRrfC"><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/gradient-clipping" class="sc-e69ac761-0 kmKRMV">Gradient Clipping</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/generative-adversarial-networks" class="sc-e69ac761-0 kmKRMV">Generative Adversarial Networks (GANs)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/rule-based-ai" class="sc-e69ac761-0 kmKRMV">Rule-Based AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-assistants" class="sc-e69ac761-0 kmKRMV">AI Assistants</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-voice-agents" class="sc-e69ac761-0 kmKRMV">AI Voice Agents</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/activation-functions" class="sc-e69ac761-0 kmKRMV">Activation Functions</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/dall-e" class="sc-e69ac761-0 kmKRMV">Dall-E</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/prompt-engineering" class="sc-e69ac761-0 kmKRMV">Prompt Engineering</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/text-to-speech-models" class="sc-e69ac761-0 kmKRMV">Text-to-Speech Models</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-agents" class="sc-e69ac761-0 kmKRMV">AI Agents</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/hyperparameters" class="sc-e69ac761-0 kmKRMV">Hyperparameters</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-and-education" class="sc-e69ac761-0 kmKRMV">AI and Education</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-and-medicine" class="sc-e69ac761-0 kmKRMV">AI and Medicine</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/chess-bots" class="sc-e69ac761-0 kmKRMV">Chess bots</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/midjourney-image-generation" class="sc-e69ac761-0 kmKRMV">Midjourney (Image Generation)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/distilbert" class="sc-e69ac761-0 kmKRMV">DistilBERT</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/mistral" class="sc-e69ac761-0 kmKRMV">Mistral</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/xlnet" class="sc-e69ac761-0 kmKRMV">XLNet</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/benchmarking" class="sc-e69ac761-0 kmKRMV">Benchmarking</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/llama-2" class="sc-e69ac761-0 kmKRMV">Llama 2</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/sentiment-analysis" class="sc-e69ac761-0 kmKRMV">Sentiment Analysis</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/llm-collection" class="sc-e69ac761-0 kmKRMV">LLM Collection</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/chatgpt" class="sc-e69ac761-0 kmKRMV">ChatGPT</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/mixture-of-experts" class="sc-e69ac761-0 kmKRMV">Mixture of Experts</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/latent-dirichlet-allocation" class="sc-e69ac761-0 kmKRMV">Latent Dirichlet Allocation (LDA)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/roberta" class="sc-e69ac761-0 kmKRMV">RoBERTa</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/rlhf" class="sc-e69ac761-0 kmKRMV">RLHF</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/multimodal-ai" class="sc-e69ac761-0 kmKRMV">Multimodal AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/transformers" class="sc-e69ac761-0 kmKRMV">Transformers</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/winnow-algorithm" class="sc-e69ac761-0 kmKRMV">Winnow Algorithm</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/k-shingles" class="sc-e69ac761-0 kmKRMV">k-Shingles</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/flajolet-martin-algorithm" class="sc-e69ac761-0 kmKRMV">Flajolet-Martin Algorithm</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/batch-gradient-descent" class="sc-e69ac761-0 kmKRMV">Batch Gradient Descent</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/cure-algorithm" class="sc-e69ac761-0 kmKRMV">CURE Algorithm</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/online-gradient-descent" class="sc-e69ac761-0 kmKRMV">Online Gradient Descent</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/zero-shot-classification-models" class="sc-e69ac761-0 kmKRMV">Zero-shot Classification Models</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/curse-of-dimensionality" class="sc-e69ac761-0 kmKRMV">Curse of Dimensionality</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/backpropagation" class="sc-e69ac761-0 kmKRMV">Backpropagation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/dimensionality-reduction" class="sc-e69ac761-0 kmKRMV">Dimensionality Reduction</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/multimodal-learning" class="sc-e69ac761-0 kmKRMV">Multimodal Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/gaussian-processes" class="sc-e69ac761-0 kmKRMV">Gaussian Processes</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-voice-transfer" class="sc-e69ac761-0 kmKRMV">AI Voice Transfer</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/gated-recurrent-unit" class="sc-e69ac761-0 kmKRMV">Gated Recurrent Unit</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/prompt-chaining" class="sc-e69ac761-0 kmKRMV">Prompt Chaining</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/approximate-dynamic-programming" class="sc-e69ac761-0 kmKRMV">Approximate Dynamic Programming</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/adversarial-machine-learning" class="sc-e69ac761-0 kmKRMV">Adversarial Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/bayesian-machine-learning" class="sc-e69ac761-0 kmKRMV">Bayesian Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/deep-reinforcement-learning" class="sc-e69ac761-0 kmKRMV">Deep Reinforcement Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/speech-to-text-models" class="sc-e69ac761-0 kmKRMV">Speech-to-text models</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/grounding" class="sc-e69ac761-0 kmKRMV">Grounding</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/feedforward-neural-network" class="sc-e69ac761-0 kmKRMV">Feedforward Neural Network</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/bert" class="sc-e69ac761-0 kmKRMV">BERT</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/gradient-boosting-machines" class="sc-e69ac761-0 kmKRMV">Gradient Boosting Machines (GBMs)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/retrieval-augmented-generation" class="sc-e69ac761-0 kmKRMV">Retrieval-Augmented Generation (RAG)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/perceptron" class="sc-e69ac761-0 kmKRMV">Perceptron</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/overfitting-underfitting" class="sc-e69ac761-0 kmKRMV">Overfitting and Underfitting</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning" class="sc-e69ac761-0 kmKRMV">Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/large-language-model" class="sc-e69ac761-0 kmKRMV">Large Language Model (LLM)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/graphics-processing-unit-gpu" class="sc-e69ac761-0 kmKRMV">Graphics Processing Unit (GPU)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/diffusion-model" class="sc-e69ac761-0 kmKRMV">Diffusion Models</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/classification" class="sc-e69ac761-0 kmKRMV">Classification</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/tensor-processing-unit-tpu" class="sc-e69ac761-0 kmKRMV">Tensor Processing Unit (TPU)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/natural-language-processing" class="sc-e69ac761-0 kmKRMV">Natural Language Processing (NLP)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/google-bard" class="sc-e69ac761-0 kmKRMV">Google's Bard</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/openai-whisper" class="sc-e69ac761-0 kmKRMV">OpenAI Whisper</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/sequence-modeling" class="sc-e69ac761-0 kmKRMV">Sequence Modeling</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/precision-and-recall" class="sc-e69ac761-0 kmKRMV">Precision and Recall</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/semantic-kernel" class="sc-e69ac761-0 kmKRMV">Semantic Kernel</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/fine-tuning-deep-learning" class="sc-e69ac761-0 kmKRMV">Fine Tuning in Deep Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/gradient-scaling" class="sc-e69ac761-0 kmKRMV">Gradient Scaling</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/alphago-zero" class="sc-e69ac761-0 kmKRMV">AlphaGo Zero</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/cognitive-map" class="sc-e69ac761-0 kmKRMV">Cognitive Map</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/keyphrase-extraction" class="sc-e69ac761-0 kmKRMV">Keyphrase Extraction</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/multimodal-aI-models-and-modalities" class="sc-e69ac761-0 kmKRMV">Multimodal AI Models and Modalities</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/hidden-markov-models" class="sc-e69ac761-0 kmKRMV">Hidden Markov Models (HMMs)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-hardware" class="sc-e69ac761-0 kmKRMV">AI Hardware</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/deep-learning" class="sc-e69ac761-0 kmKRMV">Deep Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/natural-language-generation" class="sc-e69ac761-0 kmKRMV">Natural Language Generation (NLG)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/natural-language-understanding" class="sc-e69ac761-0 kmKRMV">Natural Language Understanding (NLU)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/tokenization" class="sc-e69ac761-0 kmKRMV">Tokenization</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/word-embeddings" class="sc-e69ac761-0 kmKRMV">Word Embeddings</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-and-finance" class="sc-e69ac761-0 kmKRMV">AI and Finance</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/alphago" class="sc-e69ac761-0 kmKRMV">AlphaGo</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-recommendation-algorithms" class="sc-e69ac761-0 kmKRMV">AI Recommendation Algorithms</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/binary-classification-ai" class="sc-e69ac761-0 kmKRMV">Binary Classification AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-generated-music" class="sc-e69ac761-0 kmKRMV">AI Generated Music</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/neuralink" class="sc-e69ac761-0 kmKRMV">Neuralink</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-video-generation" class="sc-e69ac761-0 kmKRMV">AI Video Generation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/openai-sora" class="sc-e69ac761-0 kmKRMV">OpenAI Sora</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/hooke-jeeves-algorithm" class="sc-e69ac761-0 kmKRMV">Hooke-Jeeves Algorithm</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/mamba" class="sc-e69ac761-0 kmKRMV">Mamba</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/central-processing-unit-cpu" class="sc-e69ac761-0 kmKRMV">Central Processing Unit (CPU)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/generative-ai" class="sc-e69ac761-0 kmKRMV">Generative AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/representation-learning" class="sc-e69ac761-0 kmKRMV">Representation Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-in-customer-service" class="sc-e69ac761-0 kmKRMV">AI in Customer Service</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/conditional-variational-autoencoders" class="sc-e69ac761-0 kmKRMV">Conditional Variational Autoencoders</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/conversational-ai" class="sc-e69ac761-0 kmKRMV">Conversational AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/packages-glossary" class="sc-e69ac761-0 kmKRMV">Packages</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/models" class="sc-e69ac761-0 kmKRMV">Models</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/fundamentals" class="sc-e69ac761-0 kmKRMV">Fundamentals</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/datasets" class="sc-e69ac761-0 kmKRMV">Datasets</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/techniques" class="sc-e69ac761-0 kmKRMV">Techniques</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-lifecycle-management" class="sc-e69ac761-0 kmKRMV">AI Lifecycle Management</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-literacy" class="sc-e69ac761-0 kmKRMV">AI Literacy</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-monitoring" class="sc-e69ac761-0 kmKRMV">AI Monitoring</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-oversight" class="sc-e69ac761-0 kmKRMV">AI Oversight</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-privacy" class="sc-e69ac761-0 kmKRMV">AI Privacy</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-prototyping" class="sc-e69ac761-0 kmKRMV">AI Prototyping</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-regulation" class="sc-e69ac761-0 kmKRMV">AI Regulation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-resilience" class="sc-e69ac761-0 kmKRMV">AI Resilience</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning-bias" class="sc-e69ac761-0 kmKRMV">Machine Learning Bias</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning-life-cycle-management" class="sc-e69ac761-0 kmKRMV">Machine Learning Life Cycle Management</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-translation" class="sc-e69ac761-0 kmKRMV">Machine Translation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/mlops" class="sc-e69ac761-0 kmKRMV">MLOps</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/monte-carlo-learning" class="sc-e69ac761-0 kmKRMV">Monte Carlo Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/multi-task-learning" class="sc-e69ac761-0 kmKRMV">Multi-task Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/naive-bayes-classifier" class="sc-e69ac761-0 kmKRMV">Naive Bayes Classifier</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning-neuron" class="sc-e69ac761-0 kmKRMV">Machine Learning Neuron</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/pooling-machine-learning" class="sc-e69ac761-0 kmKRMV">Pooling (Machine Learning)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/principal-component-analysis" class="sc-e69ac761-0 kmKRMV">Principal Component Analysis</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning-preprocessing" class="sc-e69ac761-0 kmKRMV">Machine Learning Preprocessing</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/rectified-linear-unit-relu" class="sc-e69ac761-0 kmKRMV">Rectified Linear Unit (ReLU)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/reproducibility-machine-learning" class="sc-e69ac761-0 kmKRMV">Reproducibility in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/restricted-boltzmann-machines" class="sc-e69ac761-0 kmKRMV">Restricted Boltzmann Machines</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/semi-supervised-learning" class="sc-e69ac761-0 kmKRMV">Semi-Supervised Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/supervised-learning" class="sc-e69ac761-0 kmKRMV">Supervised Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/support-vector-machines-svm" class="sc-e69ac761-0 kmKRMV">Support Vector Machines (SVM)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/topic-modeling" class="sc-e69ac761-0 kmKRMV">Topic Modeling</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/uncertainty-machine-learning" class="sc-e69ac761-0 kmKRMV">Uncertainty in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/vanishing-and-exploding-gradients" class="sc-e69ac761-0 kmKRMV">Vanishing and Exploding Gradients</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ai-interpretability" class="sc-e69ac761-0 kmKRMV">AI Interpretability</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/data-labeling" class="sc-e69ac761-0 iUnKGS">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 dTOZsF css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">D</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">E</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">F</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">G</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">H</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">I</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">K</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">L</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">M</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">N</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">O</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">P</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">Q</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">R</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">S</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">T</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">U</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">V</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">W</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">X</span></button></li><li class="sc-ace17a57-0 goWpow"><style data-emotion="css q0kznr">.css-q0kznr{font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-q0kznr:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-q0kznr:hover{background-color:transparent;}}.css-q0kznr.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-q0kznr::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-q0kznr:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-q0kznr:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-q0kznr.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><style data-emotion="css ak4akz">.css-ak4akz{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:var(--font-inter, sans-serif);font-size:0.875rem;line-height:1.75rem;font-weight:700;text-transform:uppercase;min-width:64px;padding:6px 8px;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;color:#00E062;min-width:0;text-transform:capitalize;font-weight:600;border-radius:4px;font-size:1rem;padding-left:2rem;padding-right:2rem;-webkit-transition:unset;transition:unset;white-space:nowrap;position:relative;font-size:1rem;line-height:2;padding-left:1.25rem;padding-right:1.25rem;color:#79AFFA;padding:0;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;}.css-ak4akz::-moz-focus-inner{border-style:none;}.css-ak4akz.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-ak4akz{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-ak4akz:hover{-webkit-text-decoration:none;text-decoration:none;background-color:rgba(0, 224, 98, 0.04);}@media (hover: none){.css-ak4akz:hover{background-color:transparent;}}.css-ak4akz.Mui-disabled{color:rgba(0, 0, 0, 0.26);}.css-ak4akz::before{content:"";position:absolute;width:100%;height:100%;top:-1px;left:-1px;z-index:0;opacity:0;-webkit-transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;transition:opacity 100ms ease-in-out,background-position 400ms ease-in-out;border-radius:4px;box-sizing:content-box;padding:1px;}.css-ak4akz:hover{color:#ffffff;-webkit-text-decoration:underline;text-decoration:underline;background-color:transparent;}.css-ak4akz:focus-visible{color:#ffffff;-webkit-text-decoration:none;text-decoration:none;border-radius:4px;outline:2px solid #687EF7;outline-offset:3px;}.css-ak4akz.Mui-disabled{color:#96A2FF;opacity:0.5;}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary sc-d74559df-0 iotBFW css-ak4akz" tabindex="0" type="button" href="" target="_self"><span class="sc-b323b31-0 btXZGI button-label" display="inline-flex">Z</span></button></li></ul></div><div class="sc-ace17a57-0 sc-8e7440ad-1 kpvNPn cxZbdr"><div data-letter="#" class="sc-ace17a57-0 hrNfIL"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 lnNnlT">AI Glossary Categories</span><ul display="none" class="sc-ace17a57-0 itDcJo"><button width="fit-content" cursor="pointer" height="32" class="sc-ace17a57-0 drAJUB"><span display="inline-flex" class="sc-b323b31-0 dKGACE"><svg width="14" height="14" fill="gray-200" stroke="gray-200"><use href="/svgs/icons-updated.svg#plus-icon=solid"></use></svg></span><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jBPWIy">Datasets</span></button><button width="fit-content" cursor="pointer" height="32" class="sc-ace17a57-0 drAJUB"><span display="inline-flex" class="sc-b323b31-0 dKGACE"><svg width="14" height="14" fill="gray-200" stroke="gray-200"><use href="/svgs/icons-updated.svg#plus-icon=solid"></use></svg></span><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jBPWIy">Fundamentals</span></button><button width="fit-content" cursor="pointer" height="32" class="sc-ace17a57-0 drAJUB"><span display="inline-flex" class="sc-b323b31-0 dKGACE"><svg width="14" height="14" fill="gray-200" stroke="gray-200"><use href="/svgs/icons-updated.svg#plus-icon=solid"></use></svg></span><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jBPWIy">Models</span></button><button width="fit-content" cursor="pointer" height="32" class="sc-ace17a57-0 drAJUB"><span display="inline-flex" class="sc-b323b31-0 dKGACE"><svg width="14" height="14" fill="gray-200" stroke="gray-200"><use href="/svgs/icons-updated.svg#plus-icon=solid"></use></svg></span><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jBPWIy">Packages</span></button><button width="fit-content" cursor="pointer" height="32" class="sc-ace17a57-0 drAJUB"><span display="inline-flex" class="sc-b323b31-0 dKGACE"><svg width="14" height="14" fill="gray-200" stroke="gray-200"><use href="/svgs/icons-updated.svg#plus-icon=solid"></use></svg></span><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jBPWIy">Techniques</span></button></ul><div class="sc-ace17a57-0 juchfq"><div width="100%" class="sc-ace17a57-0 bjeAPm"><label id="aria-label-" font-weight="medium" class="sc-b323b31-0 jOcNrR"></label><style data-emotion="css 1l7hvq4-container">.css-1l7hvq4-container{position:relative;box-sizing:border-box;min-width:100%;max-width:100%;opacity:1;}</style><div class=" css-1l7hvq4-container"><style data-emotion="css 7pg0cj-a11yText">.css-7pg0cj-a11yText{z-index:9999;border:0;clip:rect(1px, 1px, 1px, 1px);height:1px;width:1px;position:absolute;overflow:hidden;padding:0;white-space:nowrap;}</style><span id="react-select-16-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-16-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-16-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-16-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-17-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-17-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-17-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-17-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 fvIpti">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 ezFGlW">Data Labeling</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/differential-privacy" class="sc-e69ac761-0 dsCZKx">Differential Privacy</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/data-poisoning" class="sc-e69ac761-0 dsCZKx">Data Poisoning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/domain-adaptation" class="sc-e69ac761-0 dsCZKx">Domain Adaptation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/data-augmentation" class="sc-e69ac761-0 dsCZKx">Data Augmentation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/double-descent" class="sc-e69ac761-0 dsCZKx">Double Descent</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/deepfake-detection" class="sc-e69ac761-0 dsCZKx">Deepfake Detection</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/diffusion" class="sc-e69ac761-0 dsCZKx">Diffusion</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/data-drift" class="sc-e69ac761-0 dsCZKx">Data Drift</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/data-scarcity" class="sc-e69ac761-0 dsCZKx">Data Scarcity</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/decision-tree" class="sc-e69ac761-0 dsCZKx">Decision Tree</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/decision-intelligence" class="sc-e69ac761-0 dsCZKx">Decision Intelligence</a></li><li data-letter="E" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">E</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/expectation-maximization" class="sc-e69ac761-0 dsCZKx">Expectation Maximization</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/embedding-layer" class="sc-e69ac761-0 dsCZKx">Embedding Layer</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/evolutionary-algorithms" class="sc-e69ac761-0 dsCZKx">Evolutionary Algorithms</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/explainable-ai" class="sc-e69ac761-0 dsCZKx">Explainable AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/end-to-end-learning" class="sc-e69ac761-0 dsCZKx">End-to-end Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/emergent-behavior" class="sc-e69ac761-0 dsCZKx">Emergent Behavior</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ego-4d" class="sc-e69ac761-0 dsCZKx">Ego 4D</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/eco-friendly-ai" class="sc-e69ac761-0 dsCZKx">Eco-friendly AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ensemble-learning" class="sc-e69ac761-0 dsCZKx">Ensemble Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/entropy" class="sc-e69ac761-0 dsCZKx">Entropy in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/epoch" class="sc-e69ac761-0 dsCZKx">Epoch in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ethical-ai" class="sc-e69ac761-0 dsCZKx">Ethical AI</a></li><li data-letter="F" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">F</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/flajolet-martin-algorithm" class="sc-e69ac761-0 dsCZKx">Flajolet-Martin Algorithm</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/feedforward-neural-network" class="sc-e69ac761-0 dsCZKx">Feedforward Neural Network</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/fine-tuning-deep-learning" class="sc-e69ac761-0 dsCZKx">Fine Tuning in Deep Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/fundamentals" class="sc-e69ac761-0 dsCZKx">Fundamentals</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/f1-score-machine-learning" class="sc-e69ac761-0 dsCZKx">F1 Score in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/foundation-models" class="sc-e69ac761-0 dsCZKx">Foundation Models</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/forward-propagation" class="sc-e69ac761-0 dsCZKx">Forward Propagation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/f2-score" class="sc-e69ac761-0 dsCZKx">F2 Score</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/feature-store-for-machine-learning" class="sc-e69ac761-0 dsCZKx">Feature Store for Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/few-shot-learning" class="sc-e69ac761-0 dsCZKx">Few Shot Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/federated-learning" class="sc-e69ac761-0 dsCZKx">Federated Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/feature-learning" class="sc-e69ac761-0 dsCZKx">Feature Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/feature-selection" class="sc-e69ac761-0 dsCZKx">Feature Selection</a></li><li data-letter="G" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">G</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/gradient-clipping" class="sc-e69ac761-0 dsCZKx">Gradient Clipping</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/generative-adversarial-networks" class="sc-e69ac761-0 dsCZKx">Generative Adversarial Networks (GANs)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/gaussian-processes" class="sc-e69ac761-0 dsCZKx">Gaussian Processes</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/gated-recurrent-unit" class="sc-e69ac761-0 dsCZKx">Gated Recurrent Unit</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/grounding" class="sc-e69ac761-0 dsCZKx">Grounding</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/gradient-boosting-machines" class="sc-e69ac761-0 dsCZKx">Gradient Boosting Machines (GBMs)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/graphics-processing-unit-gpu" class="sc-e69ac761-0 dsCZKx">Graphics Processing Unit (GPU)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/google-bard" class="sc-e69ac761-0 dsCZKx">Google's Bard</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/gradient-scaling" class="sc-e69ac761-0 dsCZKx">Gradient Scaling</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/generative-ai" class="sc-e69ac761-0 dsCZKx">Generative AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/graph-neural-networks" class="sc-e69ac761-0 dsCZKx">Graph Neural Networks</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/grapheme-to-phoneme-conversion-g2p" class="sc-e69ac761-0 dsCZKx">Grapheme-to-Phoneme Conversion (G2P)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/generative-teaching-networks" class="sc-e69ac761-0 dsCZKx">Generative Teaching Networks</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/genetic-algorithms" class="sc-e69ac761-0 dsCZKx">Genetic Algorithms in AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/ground-truth" class="sc-e69ac761-0 dsCZKx">Ground Truth in Machine Learning</a></li><li data-letter="H" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">H</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/hyperparameters" class="sc-e69ac761-0 dsCZKx">Hyperparameters</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/hidden-markov-models" class="sc-e69ac761-0 dsCZKx">Hidden Markov Models (HMMs)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/hooke-jeeves-algorithm" class="sc-e69ac761-0 dsCZKx">Hooke-Jeeves Algorithm</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/hyperparameter-tuning" class="sc-e69ac761-0 dsCZKx">Hyperparameter Tuning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/homograph-disambiguation" class="sc-e69ac761-0 dsCZKx">Homograph Disambiguation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/human-centered-ai" class="sc-e69ac761-0 dsCZKx">Human-centered AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/hidden-layer" class="sc-e69ac761-0 dsCZKx">Hidden Layer</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/human-in-the-loop-ai" class="sc-e69ac761-0 dsCZKx">Human-in-the-Loop AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/hybrid-ai" class="sc-e69ac761-0 dsCZKx">Hybrid AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/human-augmentation-with-ai" class="sc-e69ac761-0 dsCZKx">Human Augmentation with AI</a></li><li data-letter="I" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">I</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/inference-engine" class="sc-e69ac761-0 dsCZKx">Inference Engine</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/intelligent-document-processing" class="sc-e69ac761-0 dsCZKx">Intelligent Document Processing</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/imbalanced-data" class="sc-e69ac761-0 dsCZKx">Imbalanced Data</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/instruction-tuning" class="sc-e69ac761-0 dsCZKx">Instruction Tuning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/incremental-learning" class="sc-e69ac761-0 dsCZKx">Incremental Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/information-retrieval" class="sc-e69ac761-0 dsCZKx">Information Retrieval</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/image-recognition" class="sc-e69ac761-0 dsCZKx">Image Recognition</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/imagenet" class="sc-e69ac761-0 dsCZKx">ImageNet</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/inductive-bias" class="sc-e69ac761-0 dsCZKx">Inductive Bias</a></li><li data-letter="K" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">K</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/k-shingles" class="sc-e69ac761-0 dsCZKx">k-Shingles</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/keyphrase-extraction" class="sc-e69ac761-0 dsCZKx">Keyphrase Extraction</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/keras" class="sc-e69ac761-0 dsCZKx">Keras</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/knowledge-distillation" class="sc-e69ac761-0 dsCZKx">Knowledge Distillation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/knowledge-representation-and-reasoning" class="sc-e69ac761-0 dsCZKx">Knowledge Representation and Reasoning</a></li><li data-letter="L" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">L</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/llama-2" class="sc-e69ac761-0 dsCZKx">Llama 2</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/llm-collection" class="sc-e69ac761-0 dsCZKx">LLM Collection</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/latent-dirichlet-allocation" class="sc-e69ac761-0 dsCZKx">Latent Dirichlet Allocation (LDA)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/large-language-model" class="sc-e69ac761-0 dsCZKx">Large Language Model (LLM)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/loss-function" class="sc-e69ac761-0 dsCZKx">Loss Function</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/limited-memory-ai" class="sc-e69ac761-0 dsCZKx">Limited Memory AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/learning-rate" class="sc-e69ac761-0 dsCZKx">Learning Rate</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/learning-to-rank" class="sc-e69ac761-0 dsCZKx">Learning To Rank</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/logits" class="sc-e69ac761-0 dsCZKx">Logits</a></li><li data-letter="M" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">M</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/midjourney-image-generation" class="sc-e69ac761-0 dsCZKx">Midjourney (Image Generation)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/mistral" class="sc-e69ac761-0 dsCZKx">Mistral</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/mixture-of-experts" class="sc-e69ac761-0 dsCZKx">Mixture of Experts</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/multimodal-ai" class="sc-e69ac761-0 dsCZKx">Multimodal AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/multimodal-learning" class="sc-e69ac761-0 dsCZKx">Multimodal Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning" class="sc-e69ac761-0 dsCZKx">Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/multimodal-aI-models-and-modalities" class="sc-e69ac761-0 dsCZKx">Multimodal AI Models and Modalities</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/mamba" class="sc-e69ac761-0 dsCZKx">Mamba</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/models" class="sc-e69ac761-0 dsCZKx">Models</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning-bias" class="sc-e69ac761-0 dsCZKx">Machine Learning Bias</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning-life-cycle-management" class="sc-e69ac761-0 dsCZKx">Machine Learning Life Cycle Management</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-translation" class="sc-e69ac761-0 dsCZKx">Machine Translation</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/mlops" class="sc-e69ac761-0 dsCZKx">MLOps</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/monte-carlo-learning" class="sc-e69ac761-0 dsCZKx">Monte Carlo Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/multi-task-learning" class="sc-e69ac761-0 dsCZKx">Multi-task Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning-neuron" class="sc-e69ac761-0 dsCZKx">Machine Learning Neuron</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning-preprocessing" class="sc-e69ac761-0 dsCZKx">Machine Learning Preprocessing</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/model-drift" class="sc-e69ac761-0 dsCZKx">Model Drift</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/matplotlib" class="sc-e69ac761-0 dsCZKx">Matplotlib</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/Markov-decision-process" class="sc-e69ac761-0 dsCZKx">Markov Decision Process</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/model-interpretability" class="sc-e69ac761-0 dsCZKx">Model Interpretability</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/machine-learning-algorithmic-trading" class="sc-e69ac761-0 dsCZKx">Machine Learning in Algorithmic Trading</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/metacognitive-learning-models" class="sc-e69ac761-0 dsCZKx">Metacognitive Learning Models </a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/metaheuristic-algorithms" class="sc-e69ac761-0 dsCZKx">Metaheuristic Algorithms</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/multitask-prompt-tuning" class="sc-e69ac761-0 dsCZKx">Multitask Prompt Tuning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/multi-agent-systems" class="sc-e69ac761-0 dsCZKx">Multi-Agent Systems</a></li><li data-letter="N" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">N</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/natural-language-processing" class="sc-e69ac761-0 dsCZKx">Natural Language Processing (NLP)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/natural-language-generation" class="sc-e69ac761-0 dsCZKx">Natural Language Generation (NLG)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/natural-language-understanding" class="sc-e69ac761-0 dsCZKx">Natural Language Understanding (NLU)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/neuralink" class="sc-e69ac761-0 dsCZKx">Neuralink</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/naive-bayes-classifier" class="sc-e69ac761-0 dsCZKx">Naive Bayes Classifier</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/neural-radiance-fields" class="sc-e69ac761-0 dsCZKx">Neural Radiance Fields</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/natural-language-querying" class="sc-e69ac761-0 dsCZKx">Natural Language Querying (NLQ)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/numpy" class="sc-e69ac761-0 dsCZKx">NumPy</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/natural-language-toolkit-nltk" class="sc-e69ac761-0 dsCZKx">Natural Language Toolkit (NLTK)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/neural-architecture-search" class="sc-e69ac761-0 dsCZKx">Neural Architecture Search</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/neural-text-to-speech-ntts" class="sc-e69ac761-0 dsCZKx">Neural Text-to-Speech (NTTS)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/named-entity-recognition" class="sc-e69ac761-0 dsCZKx">Named Entity Recognition</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/neural-style-transfer" class="sc-e69ac761-0 dsCZKx">Neural Style Transfer</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/neuroevolution" class="sc-e69ac761-0 dsCZKx">Neuroevolution</a></li><li data-letter="O" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">O</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/online-gradient-descent" class="sc-e69ac761-0 dsCZKx">Online Gradient Descent</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/overfitting-underfitting" class="sc-e69ac761-0 dsCZKx">Overfitting and Underfitting</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/openai-whisper" class="sc-e69ac761-0 dsCZKx">OpenAI Whisper</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/openai-sora" class="sc-e69ac761-0 dsCZKx">OpenAI Sora</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/out-of-distribution-detection" class="sc-e69ac761-0 dsCZKx">Out-of-Distribution Detection</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/one-shot-learning" class="sc-e69ac761-0 dsCZKx">One-Shot Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/objective-function" class="sc-e69ac761-0 dsCZKx">Objective Function</a></li><li data-letter="P" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">P</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/prompt-engineering" class="sc-e69ac761-0 dsCZKx">Prompt Engineering</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/prompt-chaining" class="sc-e69ac761-0 dsCZKx">Prompt Chaining</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/perceptron" class="sc-e69ac761-0 dsCZKx">Perceptron</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/precision-and-recall" class="sc-e69ac761-0 dsCZKx">Precision and Recall</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/packages-glossary" class="sc-e69ac761-0 dsCZKx">Packages</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/pooling-machine-learning" class="sc-e69ac761-0 dsCZKx">Pooling (Machine Learning)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/principal-component-analysis" class="sc-e69ac761-0 dsCZKx">Principal Component Analysis</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/probabilistic-models-in-machine-learning" class="sc-e69ac761-0 dsCZKx">Probabilistic Models in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/prompt-tuning" class="sc-e69ac761-0 dsCZKx">Prompt Tuning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/pytorch" class="sc-e69ac761-0 dsCZKx">PyTorch</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/pandas" class="sc-e69ac761-0 dsCZKx">Pandas</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/parametric-neural-networks%C2%A0" class="sc-e69ac761-0 dsCZKx">Parametric Neural Networks </a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/pretraining" class="sc-e69ac761-0 dsCZKx">Pretraining</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/part-of-speech-tagging" class="sc-e69ac761-0 dsCZKx">Part-of-Speech Tagging</a></li><li data-letter="Q" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">Q</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/quantum-machine-learning-algorithms" class="sc-e69ac761-0 dsCZKx">Quantum Machine Learning Algorithms</a></li><li data-letter="R" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">R</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/rule-based-ai" class="sc-e69ac761-0 dsCZKx">Rule-Based AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/roberta" class="sc-e69ac761-0 dsCZKx">RoBERTa</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/rlhf" class="sc-e69ac761-0 dsCZKx">RLHF</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/retrieval-augmented-generation" class="sc-e69ac761-0 dsCZKx">Retrieval-Augmented Generation (RAG)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/representation-learning" class="sc-e69ac761-0 dsCZKx">Representation Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/rectified-linear-unit-relu" class="sc-e69ac761-0 dsCZKx">Rectified Linear Unit (ReLU)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/reproducibility-machine-learning" class="sc-e69ac761-0 dsCZKx">Reproducibility in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/restricted-boltzmann-machines" class="sc-e69ac761-0 dsCZKx">Restricted Boltzmann Machines</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/regularization" class="sc-e69ac761-0 dsCZKx">Regularization</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/recurrent-neural-networks" class="sc-e69ac761-0 dsCZKx">Recurrent Neural Networks</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/random-forest" class="sc-e69ac761-0 dsCZKx">Random Forest</a></li><li data-letter="S" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">S</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/sentiment-analysis" class="sc-e69ac761-0 dsCZKx">Sentiment Analysis</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/speech-to-text-models" class="sc-e69ac761-0 dsCZKx">Speech-to-text models</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/sequence-modeling" class="sc-e69ac761-0 dsCZKx">Sequence Modeling</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/semantic-kernel" class="sc-e69ac761-0 dsCZKx">Semantic Kernel</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/semi-supervised-learning" class="sc-e69ac761-0 dsCZKx">Semi-Supervised Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/supervised-learning" class="sc-e69ac761-0 dsCZKx">Supervised Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/support-vector-machines-svm" class="sc-e69ac761-0 dsCZKx">Support Vector Machines (SVM)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/semantic-networks" class="sc-e69ac761-0 dsCZKx">Semantic Networks</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/semi-structured-data" class="sc-e69ac761-0 dsCZKx">Semi-structured data</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/scikit-learn" class="sc-e69ac761-0 dsCZKx">Scikit-learn</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/scipy" class="sc-e69ac761-0 dsCZKx">SciPy</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/seaborn-python-package" class="sc-e69ac761-0 dsCZKx">Seaborn Python Package</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/squad" class="sc-e69ac761-0 dsCZKx">SQuAD</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/synthetic-data-for-ai-training" class="sc-e69ac761-0 dsCZKx">Synthetic Data for AI Training</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/statistical-relational-learning" class="sc-e69ac761-0 dsCZKx">Statistical Relational Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/self-healing-ai" class="sc-e69ac761-0 dsCZKx">Self-healing AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/semantic-search-algorithms" class="sc-e69ac761-0 dsCZKx">Semantic Search Algorithms</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/symbolic-ai" class="sc-e69ac761-0 dsCZKx">Symbolic AI</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/spike-neural-networks" class="sc-e69ac761-0 dsCZKx">Spike Neural Networks</a></li><li data-letter="T" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">T</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/text-to-speech-models" class="sc-e69ac761-0 dsCZKx">Text-to-Speech Models</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/transformers" class="sc-e69ac761-0 dsCZKx">Transformers</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/tensor-processing-unit-tpu" class="sc-e69ac761-0 dsCZKx">Tensor Processing Unit (TPU)</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/tokenization" class="sc-e69ac761-0 dsCZKx">Tokenization</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/techniques" class="sc-e69ac761-0 dsCZKx">Techniques</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/topic-modeling" class="sc-e69ac761-0 dsCZKx">Topic Modeling</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/transfer-learning" class="sc-e69ac761-0 dsCZKx">Transfer Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/tensorflow" class="sc-e69ac761-0 dsCZKx">TensorFlow</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/the-pile" class="sc-e69ac761-0 dsCZKx">The Pile</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/test-data-set" class="sc-e69ac761-0 dsCZKx">Test Data Set</a></li><li data-letter="U" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">U</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/uncertainty-machine-learning" class="sc-e69ac761-0 dsCZKx">Uncertainty in Machine Learning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/unsupervised-learning" class="sc-e69ac761-0 dsCZKx">Unsupervised Learning</a></li><li data-letter="V" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">V</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/vanishing-and-exploding-gradients" class="sc-e69ac761-0 dsCZKx">Vanishing and Exploding Gradients</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/voice-cloning" class="sc-e69ac761-0 dsCZKx">Voice Cloning</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/validation-data-set" class="sc-e69ac761-0 dsCZKx">Validation Data Set</a></li><li data-letter="W" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">W</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/winnow-algorithm" class="sc-e69ac761-0 dsCZKx">Winnow Algorithm</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/word-embeddings" class="sc-e69ac761-0 dsCZKx">Word Embeddings</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/whisper-v3" class="sc-e69ac761-0 dsCZKx">Whisper v3</a><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/whisper-v2" class="sc-e69ac761-0 dsCZKx">Whisper v2</a></li><li data-letter="X" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">X</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/xlnet" class="sc-e69ac761-0 dsCZKx">XLNet</a></li><li data-letter="Z" class="sc-ace17a57-0 eTCxuy"><div width="100%" class="sc-6293d692-0 jWSoNY"><span font-size="textLg" font-weight="medium" class="sc-b323b31-0 jgUCVJ">Z</span></div><a rel="" target="" font-size="textLg" font-weight="medium" href="/ai-glossary/zero-shot-classification-models" class="sc-e69ac761-0 dsCZKx">Zero-shot Classification Models</a></li></nav></div></div></div></div></div></div></div></div></section><section id="blog-conversion-panel-section" width="100%" class="sc-ace17a57-0 sc-b22001da-2 gAaKYn dJJSTR"><div width="100%" class="sc-6293d692-0 hzUpmg"></div></section><footer class="sc-6293d692-0 jUEsCq"><div class="sc-6293d692-0 jBxPcy"><div class="sc-ace17a57-0 kUNxIf"><div width="100%" class="sc-ace17a57-0 kptHGM"><div class="sc-ace17a57-0 djSuqG"><div class="sc-ace17a57-0 sc-acb32398-0 fJkbQy iBHmhe"><div class="sc-ace17a57-0 sc-5f7d928-0 iPwPdJ kritbo image-wrapper" width="100%" height="fit-content"><img alt="Deepgram Logo" loading="lazy" width="172" height="33" decoding="async" data-nimg="1" style="color:transparent;object-fit:cover" src="https://www.datocms-assets.com/96965/1725550993-deepgram-logo.svg"/></div></div><span font-size="textSm" font-weight="regular" font-family="bodyFont" class="sc-b323b31-0 esKgrX">Essential Building Blocks for Voice AI</span><div class="sc-ace17a57-0 fjoWTd"><a href="https://github.com/deepgram" rel="noopener noreferrer" target="_blank" aria-label="GitHub" class="sc-e69ac761-0 bkHGsI sc-acb32398-2 hdVSqo"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 496 512" class="socialIcons" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3zm44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z"></path></svg></a><a href="https://x.com/deepgramai?prefetchTimestamp=1733536274368" rel="noopener noreferrer" target="_blank" aria-label="X (Twitter)" class="sc-e69ac761-0 bkHGsI sc-acb32398-2 hdVSqo"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 512 512" class="socialIcons" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M389.2 48h70.6L305.6 224.2 487 464H345L233.7 318.6 106.5 464H35.8L200.7 275.5 26.8 48H172.4L272.9 180.9 389.2 48zM364.4 421.8h39.1L151.1 88h-42L364.4 421.8z"></path></svg></a><a href="https://www.linkedin.com/company/deepgram/" rel="noopener noreferrer" target="_blank" aria-label="LinkedIn" class="sc-e69ac761-0 bkHGsI sc-acb32398-2 hdVSqo"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 448 512" class="socialIcons" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z"></path></svg></a><a href="https://www.youtube.com/c/Deepgram" rel="noopener noreferrer" target="_blank" aria-label="YouTube" class="sc-e69ac761-0 bkHGsI sc-acb32398-2 hdVSqo"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 576 512" class="socialIcons" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M549.655 124.083c-6.281-23.65-24.787-42.276-48.284-48.597C458.781 64 288 64 288 64S117.22 64 74.629 75.486c-23.497 6.322-42.003 24.947-48.284 48.597-11.412 42.867-11.412 132.305-11.412 132.305s0 89.438 11.412 132.305c6.281 23.65 24.787 41.5 48.284 47.821C117.22 448 288 448 288 448s170.78 0 213.371-11.486c23.497-6.321 42.003-24.171 48.284-47.821 11.412-42.867 11.412-132.305 11.412-132.305s0-89.438-11.412-132.305zm-317.51 213.508V175.185l142.739 81.205-142.739 81.201z"></path></svg></a><a href="https://discord.com/invite/deepgram" rel="noopener noreferrer" target="_blank" aria-label="Discord" class="sc-e69ac761-0 bkHGsI sc-acb32398-2 hdVSqo"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 640 512" class="socialIcons" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M524.531,69.836a1.5,1.5,0,0,0-.764-.7A485.065,485.065,0,0,0,404.081,32.03a1.816,1.816,0,0,0-1.923.91,337.461,337.461,0,0,0-14.9,30.6,447.848,447.848,0,0,0-134.426,0,309.541,309.541,0,0,0-15.135-30.6,1.89,1.89,0,0,0-1.924-.91A483.689,483.689,0,0,0,116.085,69.137a1.712,1.712,0,0,0-.788.676C39.068,183.651,18.186,294.69,28.43,404.354a2.016,2.016,0,0,0,.765,1.375A487.666,487.666,0,0,0,176.02,479.918a1.9,1.9,0,0,0,2.063-.676A348.2,348.2,0,0,0,208.12,430.4a1.86,1.86,0,0,0-1.019-2.588,321.173,321.173,0,0,1-45.868-21.853,1.885,1.885,0,0,1-.185-3.126c3.082-2.309,6.166-4.711,9.109-7.137a1.819,1.819,0,0,1,1.9-.256c96.229,43.917,200.41,43.917,295.5,0a1.812,1.812,0,0,1,1.924.233c2.944,2.426,6.027,4.851,9.132,7.16a1.884,1.884,0,0,1-.162,3.126,301.407,301.407,0,0,1-45.89,21.83,1.875,1.875,0,0,0-1,2.611,391.055,391.055,0,0,0,30.014,48.815,1.864,1.864,0,0,0,2.063.7A486.048,486.048,0,0,0,610.7,405.729a1.882,1.882,0,0,0,.765-1.352C623.729,277.594,590.933,167.465,524.531,69.836ZM222.491,337.58c-28.972,0-52.844-26.587-52.844-59.239S193.056,219.1,222.491,219.1c29.665,0,53.306,26.82,52.843,59.239C275.334,310.993,251.924,337.58,222.491,337.58Zm195.38,0c-28.971,0-52.843-26.587-52.843-59.239S388.437,219.1,417.871,219.1c29.667,0,53.307,26.82,52.844,59.239C470.715,310.993,447.538,337.58,417.871,337.58Z"></path></svg></a><a href="https://www.facebook.com/deepgram/" rel="noopener noreferrer" target="_blank" aria-label="Facebook" class="sc-e69ac761-0 bkHGsI sc-acb32398-2 hdVSqo"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 512 512" class="socialIcons" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M504 256C504 119 393 8 256 8S8 119 8 256c0 123.78 90.69 226.38 209.25 245V327.69h-63V256h63v-54.64c0-62.15 37-96.48 93.67-96.48 27.14 0 55.52 4.84 55.52 4.84v61h-31.28c-30.8 0-40.41 19.12-40.41 38.73V256h68.78l-11 71.69h-57.78V501C413.31 482.38 504 379.78 504 256z"></path></svg></a></div></div><div class="sc-ace17a57-0 dPQBOW"><span font-size="textMd" font-weight="regular" color="#fff" class="sc-b323b31-0 fNHedI">Get news and product updates.</span><span font-family="bodyFont" class="sc-b323b31-0 sc-acb32398-3 csXpZL iLxlh">By submitting this form, you are agreeing to our <a rel="" target="" href="/privacy" class="sc-e69ac761-0 bkHGsI">Privacy Policy</a>.</span></div></div><div class="sc-662dedcb-0 fmBAXw"><div class="sc-ace17a57-0 hRljnq"><h6 font-family="bodyFont" font-size="textLg" font-weight="semiBold" class="sc-4555ca6a-0 fLfQKM">Product</h6><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/product/voice-agent-api" class="sc-e69ac761-0 bubdiz">Voice Agent API</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/product/text-to-speech" class="sc-e69ac761-0 bubdiz">Text-to-Speech API</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/product/speech-to-text" class="sc-e69ac761-0 bubdiz">Speech-to-Text API</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/product/audio-intelligence" class="sc-e69ac761-0 bubdiz">Audio Intelligence API</a></div><div class="sc-ace17a57-0 hRljnq"><h6 font-family="bodyFont" font-size="textLg" font-weight="semiBold" class="sc-4555ca6a-0 fLfQKM">Solutions</h6><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/solutions/contact-centers" class="sc-e69ac761-0 bubdiz">Contact Centers</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/solutions/speech-analytics" class="sc-e69ac761-0 bubdiz">Speech Analytics</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/deepgram-for-voicebots-and-chatbots" class="sc-e69ac761-0 bubdiz">Conversational AI</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/deepgram-for-podcast-transcription" class="sc-e69ac761-0 bubdiz">Podcast Transcription</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/solutions/medical-transcription" class="sc-e69ac761-0 bubdiz">Medical Transcription</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/startup-program" class="sc-e69ac761-0 bubdiz">Startup Program</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/affiliates" class="sc-e69ac761-0 bubdiz">Affiliate Program</a></div><div class="sc-ace17a57-0 hRljnq"><h6 font-family="bodyFont" font-size="textLg" font-weight="semiBold" class="sc-4555ca6a-0 fLfQKM">Developers</h6><a href="https://developers.deepgram.com/documentation/" rel="noreferrer noopener" target="_blank" font-family="bodyFont" font-size="textSm" text-decoration="none" class="sc-e69ac761-0 bubdiz">Documentation</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/changelog" class="sc-e69ac761-0 bubdiz">Changelog</a><a href="https://playground.deepgram.com/" rel="noreferrer noopener" target="_blank" font-family="bodyFont" font-size="textSm" text-decoration="none" class="sc-e69ac761-0 bubdiz">API Playground</a><a href="https://community.deepgram.com/" rel="noreferrer noopener" target="_blank" font-family="bodyFont" font-size="textSm" text-decoration="none" class="sc-e69ac761-0 bubdiz">Community</a><a href="https://developers.deepgram.com/docs/self-hosted-introduction" rel="noreferrer noopener" target="_blank" font-family="bodyFont" font-size="textSm" text-decoration="none" class="sc-e69ac761-0 bubdiz">Self-hosted</a><a href="https://developers.deepgram.com/support/" rel="noreferrer noopener" target="_blank" font-family="bodyFont" font-size="textSm" text-decoration="none" class="sc-e69ac761-0 bubdiz">Support</a></div><div class="sc-ace17a57-0 hRljnq"><h6 font-family="bodyFont" font-size="textLg" font-weight="semiBold" class="sc-4555ca6a-0 fLfQKM">Company</h6><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/about" class="sc-e69ac761-0 bubdiz">About</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/learn/article" class="sc-e69ac761-0 bubdiz">Blog</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/careers" class="sc-e69ac761-0 bubdiz">Careers</a><a href="https://www.aiminds.com/?ref=deepgram.com" rel="noreferrer noopener" target="_blank" font-family="bodyFont" font-size="textSm" text-decoration="none" class="sc-e69ac761-0 bubdiz">Newsletter</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/customers" class="sc-e69ac761-0 bubdiz">Customers</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/partners" class="sc-e69ac761-0 bubdiz">Partners</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/company/newsroom" class="sc-e69ac761-0 bubdiz">Newsroom</a></div><div class="sc-ace17a57-0 hRljnq"><h6 font-family="bodyFont" font-size="textLg" font-weight="semiBold" class="sc-4555ca6a-0 fLfQKM">Compare</h6><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/compare/openai-vs-deepgram-alternative" class="sc-e69ac761-0 bubdiz">OpenAI Whisper vs Deepgram</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/compare/amazon-vs-deepgram-alternative" class="sc-e69ac761-0 bubdiz">Amazon Transcribe vs Deepgram</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/compare/google-vs-deepgram-alternative" class="sc-e69ac761-0 bubdiz">Google vs Deepgram</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/compare/microsoft-vs-deepgram-alternative" class="sc-e69ac761-0 bubdiz">Microsoft Azure vs Deepgram</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/asr-comparison" class="sc-e69ac761-0 bubdiz">ASR Comparison Tool</a></div><div class="sc-ace17a57-0 hRljnq"><h6 font-family="bodyFont" font-size="textLg" font-weight="semiBold" class="sc-4555ca6a-0 fLfQKM">Resources</h6><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/ai-apps" class="sc-e69ac761-0 bubdiz">AI Apps</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/ai-glossary" class="sc-e69ac761-0 bubdiz">AI Glossary</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/ai-voice-generator" class="sc-e69ac761-0 bubdiz">AI Voice Generator Tool</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/free-transcription" class="sc-e69ac761-0 bubdiz">Audio & Video Transcription Tool</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/learn/introducing-ai-voice-agent-api" class="sc-e69ac761-0 bubdiz">Introducing Deepgram’s Voice Agent API</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/learn/aws-connect-partnership-expansion-unlocks-voice-data-scale" class="sc-e69ac761-0 bubdiz">Deepgram and Amazon Connect Integration</a><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/learn/best-speech-to-text-apis" class="sc-e69ac761-0 bubdiz">The Best Speech-to-Text APIs in 2024</a></div></div><div class="sc-ace17a57-0 iyzYAr"><div class="sc-ace17a57-0 fJkbQy"><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/terms" class="sc-e69ac761-0 bubdiz">Terms</a><span height="18px" class="sc-b323b31-0 eDwhGn"></span></div><div class="sc-ace17a57-0 fJkbQy"><a rel="" target="" font-family="bodyFont" font-size="textSm" text-decoration="none" href="/privacy" class="sc-e69ac761-0 bubdiz">Privacy</a><span height="18px" class="sc-b323b31-0 eDwhGn"></span></div><span font-family="bodyFont" font-size="textSm" class="sc-b323b31-0 bhNNuo">Copyright © 2025 Deepgram</span></div></div></div></footer></div></div><script id="__NEXT_DATA__" type="application/json">{"props":{"pageProps":{"slug":["data-labeling"],"pageData":{"templateGlossary":{"__typename":"TemplateGlossaryRecord","id":"GROZREZFRSuobDcgNEn7Mw","seo":null,"slug":"data-labeling","title":"Data Labeling","categoryPage":false,"excerpt":{"__typename":"TemplateGlossaryModelExcerptField","value":{"schema":"dast","document":{"type":"root","children":[{"type":"paragraph","children":[{"type":"span","value":"Data labeling involves the meticulous task of identifying raw data—be it images, text files, videos, and more—and annotating them with informative labels that serve as the foundation for training machine learning models."}]}]}}},"body":{"__typename":"TemplateGlossaryModelBodyField","blocks":[],"links":[{"__typename":"ComponentVideoRecord","id":"dUk0uFdlQyimodvbQxeEaQ","internalName":"LLMs and Audio Data: Breaching an Untapped Goldmine | Deepgram | MLOps World 2023 | Austin, Texas","title":"LLMs and Audio Data: Breaching an Untapped Goldmine | Deepgram | MLOps World 2023 | Austin, Texas","videoUrl":"https://www.youtube.com/watch?v=mNN_G8aAwCU","showOnResourceHub":false,"thumbnail":null,"videoFile":null,"autoPlay":false,"hasAudio":null,"callToActionPrimary":null},{"__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":""},{"__typename":"ComponentImageRecord","id":"bwO3yRJyTOexAC3lZ3jvCw","caption":"Want a glimpse into the cutting-edge of AI technology? Check out [the top 10 research papers on computer vision](https://deepgram.com/learn/top-10-most-influential-arxiv-papers-in-ai-computer-vision) (arXiv)!","imageDesktop":{"__typename":"FileField","id":"Zvlj7laWQ2-GMCojoWU7gg","title":null,"filename":"screen-shot-2024-06-18-at-11-39-33-am.png","size":2982888,"alt":null,"url":"https://www.datocms-assets.com/96965/1718735980-screen-shot-2024-06-18-at-11-39-33-am.png","width":1804,"height":1028},"imageMobile":null,"link":""}],"value":{"schema":"dast","document":{"type":"root","children":[{"type":"paragraph","children":[{"type":"span","value":"In an age where artificial intelligence (AI) and machine learning (ML) are revolutionizing industries, the linchpin of this technological renaissance often goes unnoticed: data labeling. Have you ever pondered the forces behind the scenes that make AI systems such as Siri or self-driving cars possible? It starts with a foundational step—data labeling. This article illuminates the intricacies of data labeling in machine learning, a process that may seem mundane but is vitally consequential in training sophisticated algorithms. "}]},{"type":"heading","level":2,"children":[{"type":"span","marks":["strong"],"value":"What is Data Labeling in Machine Learning?"}]},{"type":"paragraph","children":[{"type":"span","value":"Imagine a world where machines learn from their experiences much like humans do. This world is not a distant fantasy but a reality made possible through the process of data labeling in machine learning. Data labeling involves the meticulous task of identifying raw data—be it images, text files, videos, and more—and annotating them with informative labels that serve as the foundation for training machine learning models."}]},{"type":"paragraph","children":[{"type":"span","value":"At the heart of this process are data annotators—the unsung heroes who encode the raw data with human insight. They classify and tag data with labels that machines, in turn, use to learn and make predictions. This process can occur manually, where individuals painstakingly label each data point, or through automated systems that leverage existing algorithms to expedite the process."}]},{"type":"paragraph","children":[{"type":"span","value":"Supervised learning, a subfield of machine learning, particularly relies on labeled data. Here, algorithms use labeled examples to learn how to predict outcomes for unseen data. The distinction between labeled and unlabeled data is stark; labeled data is the compass that guides the accuracy and reliability of machine learning models."}]},{"type":"paragraph","children":[{"type":"span","value":"Yet, data labeling is not without its challenges. Ensuring quality across the labeled datasets, managing costs effectively, and handling the sheer volume of data represent significant hurdles. Companies like "},{"url":"https://aws.amazon.com/what-is/data-labeling/","type":"link","children":[{"type":"span","marks":["underline"],"value":"AWS"}]},{"type":"span","value":" and "},{"url":"https://www.ibm.com/topics/data-labeling","type":"link","children":[{"type":"span","marks":["underline"],"value":"IBM"}]},{"type":"span","value":" provide insights into how they integrate software, processes, and human expertise to structure and label data effectively for machine learning."}]},{"type":"paragraph","children":[{"type":"span","value":"Despite its critical role, data labeling is riddled with misconceptions. Some may view it as a menial task, yet, as "},{"url":"https://www.peopleforai.com/","type":"link","children":[{"type":"span","marks":["underline"],"value":"People for AI"}]},{"type":"span","value":" highlights, the quality of labeling directly impacts the performance of algorithms. It's a nuanced process that requires careful consideration, and getting it right is paramount for the success of AI applications."}]},{"type":"heading","level":2,"children":[{"type":"span","marks":["strong"],"value":"A brief respite: How Data Labeling solves the insidious problem behind LLMs"}]},{"type":"paragraph","children":[{"type":"span","value":"The video below outlines an insidious problem with "},{"url":"https://deepgram.com/ai-glossary/large-language-model","type":"link","children":[{"type":"span","value":"Large Language Models (LLMs)"}]},{"type":"span","value":". Specifically, we are biasing LLMs to text-data while neglecting audio data, which is akin to teaching a child how to read/write, but never how to speak/listen. As a result, LLMs don’t know how to handle spoken natural language, which makes up around 87% of verbal communication."}]},{"type":"paragraph","children":[{"type":"span","value":"How do we solve this problem? Data labeling! "}]},{"type":"paragraph","children":[{"type":"span","value":"Click the video below to learn more."}]},{"type":"paragraph","children":[{"item":"dUk0uFdlQyimodvbQxeEaQ","type":"inlineItem"}]},{"type":"heading","level":2,"children":[{"type":"span","marks":["strong"],"value":"Why Data Labeling is Important"}]},{"type":"paragraph","children":[{"type":"span","value":"Data labeling acts as the cornerstone of machine learning, directly influencing the algorithm's performance and outcome. It's the meticulous process of categorizing and tagging raw data that teaches machine learning models how to interpret the world."}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"The 'Garbage In, Garbage Out' Principle"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Data quality is paramount: Just as quality ingredients are essential for a gourmet meal, high-quality data is crucial for machine learning algorithms. Inferior data leads to poor model performance."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Impact on algorithm accuracy: Algorithms can only be as good as the data they learn from. Precise data labeling ensures that the input data is informative and relevant, leading to more accurate outputs."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Importance of High-Quality Labeled Data"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Coursera's insights: According to a "},{"url":"https://www.coursera.org/articles/types-of-machine-learning","type":"link","children":[{"type":"span","marks":["underline"],"value":"Coursera article"}]},{"type":"span","value":", high-quality labeled data is the backbone of training accurate and reliable machine learning models."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Enhanced model reliability: Carefully labeled data minimizes errors, increases the reliability of predictions, and improves decision-making capabilities of AI systems."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Difficulty of attaining High-Quality Labeled Data"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"In order to make these machines as intelligent as humans, we have to rely on human-labeled data. This requires many long hours of manually labeling images of traffic and street signs to teach a self-driving car the rules of the road, for example."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"CAPTCHAs are one way to gather and verify this data. Amazon Turk is another way."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Companies like "},{"url":"https://deepgram.com/","type":"link","children":[{"type":"span","value":"Deepgram"}]},{"type":"span","value":" hire people to gather and label data by hand, in-house. However, most startups and companies will not be able to do this, since it is so financially costly. Nevertheless, the result of such data labeling is a series of incredibly accurate and efficient AI models."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Generalization to New Examples"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Training data as a guide: Data labeling instructs machine learning algorithms on how to process and interpret new, unseen data."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Facilitating model adaptability: A well-labeled dataset equips models to generalize from training data to real-world applications effectively."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Data Labeling Across Industries"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Market growth: As per "},{"url":"https://straitsresearch.com/report/data-collection-and-labeling-market","type":"link","children":[{"type":"span","marks":["underline"],"value":"Straits Research"}]},{"type":"span","value":", data labeling is witnessing significant growth across various sectors, such as healthcare, automotive, and retail."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Catalyst for innovation: Proper data labeling practices are vital for the advancement and adoption of AI technologies in these industries."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Ethical Considerations and Bias Avoidance"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"The risk of bias: Unintentional bias in data can lead to skewed AI models with potentially harmful consequences."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Ethical data labeling: It's essential to approach data labeling with a commitment to fairness and diversity to ensure balanced data sets."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Applicability of AI in Real-World Scenarios"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Healthcare examples: In healthcare, data labeling enables AI to assist in diagnosing diseases by recognizing patterns in medical imagery."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Autonomous vehicles: For autonomous vehicles, labeled data informs the algorithms about the environment, leading to safer navigation and decision-making."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Significance in the Context of AI and Machine Learning"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"TechTarget's definition: "},{"url":"https://www.techtarget.com/whatis/definition/data-labeling","type":"link","children":[{"type":"span","marks":["underline"],"value":"TechTarget"}]},{"type":"span","value":" defines data labeling as a crucial step in the machine learning process, underscoring its importance in developing robust AI models."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Foundation for AI applications: Without accurate data labeling, the potential for AI to solve complex problems and enhance human capabilities remains untapped."}]}]}]},{"type":"paragraph","children":[{"type":"span","value":"Data labeling, therefore, is not just a preparatory step in the machine learning pipeline; it is a strategic element that determines the success of AI implementations across various domains. As the industry continues to evolve, the focus on high-quality data labeling will become increasingly critical, shaping the future of intelligent systems and their impact on society."}]},{"type":"heading","level":2,"children":[{"type":"span","marks":["strong"],"value":"How Data Labeling Works"}]},{"type":"paragraph","children":[{"type":"span","value":"Data labeling is not just an activity; it's a sophisticated process that breathes intelligence into raw data, transforming it into a potent tool for machine learning models. This transformation journey from unstructured data to labeled datasets is intricate and involves multiple stages, tools, and human expertise."}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"The Journey from Raw Data to Labeled Datasets"}]},{"type":"paragraph","children":[{"type":"span","value":"The process commences with raw data collection—be it images, text, audio, or video—which then undergoes meticulous tagging. Here, each piece of data receives a label that defines its nature or the object it represents. This crucial stage sets the foundation for the machine's learning curve, dictating the accuracy and effectiveness of future predictions."}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Annotation Tools and Platforms"}]},{"type":"paragraph","children":[{"type":"span","value":"Various annotation tools and platforms come into play, simplifying the complex task of data labeling. These sophisticated systems allow data annotators to efficiently tag massive datasets with precision. Furthermore, they often provide features like label suggestion and automatic detection to streamline the process."}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"The Role of Data Annotators"}]},{"type":"paragraph","children":[{"type":"span","value":"Integral to data labeling, data annotators—both humans and AI systems—form the core of a labeling ecosystem. While humans bring in nuanced understanding and context sensitivity, machines offer speed and consistency. It's their combined efforts that enrich and refine the data, preparing it for the learning phase."}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"The Hybrid Approach of Human-in-the-Loop Machine Learning"}]},{"type":"paragraph","children":[{"type":"span","value":"Hashnode.dev outlines the Human-in-the-Loop (HITL) machine learning approach, where the synergy between human intellect and machine efficiency becomes evident. Here, humans oversee and rectify the machine's work, ensuring high-quality labeling and, consequently, a robust learning model."}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Iterative Model Training with Labeled Data"}]},{"type":"paragraph","children":[{"type":"span","value":"Machine learning is inherently iterative—continual refinements lead to exponential improvements. As the model ingests labeled data, it starts recognizing patterns and making predictions. With each iteration, its performance is assessed, and adjustments are made, ensuring the model's evolution aligns with desired outcomes."}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Semi-Supervised Learning: A Synergistic Strategy"}]},{"type":"paragraph","children":[{"type":"span","value":"In semi-supervised learning, the combination of labeled and unlabeled data works to enhance machine learning efficiency. This strategy exploits the labeled data to understand the structure of the dataset and then extrapolates this understanding to unlabeled data, optimizing the learning process."}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Quality Control in Data Labeling"}]},{"type":"paragraph","children":[{"type":"span","value":"Quality control is non-negotiable in data labeling. To counter individual biases and errors, multiple annotators often review the same dataset, providing a more objective and accurate labeling outcome. This multipronged approach ensures that the final dataset stands as a reliable and unbiased source for training machine learning models."}]},{"type":"paragraph","children":[{"type":"span","value":"Data labeling, thus, is a dynamic and critical phase in the life cycle of machine learning. It demands precision, discernment, and an intricate blend of human and machine collaboration. As the technology landscape evolves, so do the systems and strategies for data labeling, promising even more refined and intelligent models for the future."}]},{"type":"paragraph","children":[{"item":"OcUPVLYOTdiOH90vXDPFbA","type":"inlineItem"}]},{"type":"heading","level":2,"children":[{"type":"span","marks":["strong"],"value":"Use Cases of Data Labeling"}]},{"type":"paragraph","children":[{"type":"span","value":"Data labeling in machine learning stands as the pivotal process that allows AI to interpret our complex world. The spectrum of its applications is vast, demonstrating the transformative power of well-labeled data across various sectors."}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Image Recognition in Autonomous Vehicles"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Safety and Navigation: Autonomous vehicles rely on image recognition systems that have been trained with labeled data to navigate roads safely."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Object Detection: Labeled data helps these vehicles distinguish between pedestrians, other vehicles, traffic signs, and lane markings."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Real-time Decisions: Accurate labeling is critical for the split-second decision-making required for autonomous driving."}]}]}]},{"type":"heading","level":3,"children":[{"url":"https://deepgram.com/ai-glossary/natural-language-processing","type":"link","children":[{"type":"span","marks":["strong"],"value":"Natural Language Processing"}]},{"type":"span","marks":["strong"],"value":" (NLP)"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"url":"https://deepgram.com/ai-glossary/sentiment-analysis","type":"link","children":[{"type":"span","value":"Sentiment Analysis"}]},{"type":"span","value":": Data labeling identifies the sentiment behind text data, enabling machines to understand customer feedback."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Chatbots: Training with labeled conversational datasets allows chatbots to provide relevant responses and improve customer service."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Language Translation: Labeled datasets in multiple languages empower AI with translation capabilities, bridging communication gaps."}]}]}]},{"type":"heading","level":3,"children":[{"url":"https://www.aiminds.com/p/ai-and-medicine","type":"link","children":[{"type":"span","marks":["strong"],"value":"Healthcare Diagnostics"}]}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Disease Identification: Labeled medical images, such as MRIs and X-rays, help AI in diagnosing diseases by recognizing patterns indicative of specific conditions."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Treatment Personalization: Labeled data guides AI in customizing treatment plans based on patient data analysis."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Predictive Analytics: Machine learning algorithms can predict patient outcomes by analyzing labeled historical data."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Retail Customer Behavior Analysis"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Personalized Recommendations: Labeled purchase history data enables AI to recommend products tailored to individual customer preferences."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Inventory Management: AI uses labeled sales data to predict stock levels, optimizing inventory management."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Customer Service: Data labeling improves AI-driven customer service by understanding and responding to customer inquiries."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Security Applications"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Facial Recognition: Labeled datasets train AI to accurately recognize and verify identities in security systems."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Fraud Detection: Labeled transactional data enables machine learning algorithms to detect patterns of fraud."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Surveillance: AI monitors and analyzes video feeds with labeled data to identify potential security threats."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Market Growth and Industry Impact"}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Market Expansion: Straits Research reports a significant growth in the data labeling market, highlighting its escalating demand."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Industry Adoption: A wide array of industries now integrate data labeling to innovate and enhance AI applications."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Economic Influence: The rise in data labeling is a testament to its economic impact on AI development across sectors."}]}]}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Interaction with "},{"url":"https://www.aiminds.com/p/navigating-big-data","type":"link","children":[{"type":"span","marks":["strong"],"value":"Unstructured Data"}]}]},{"type":"list","style":"bulleted","children":[{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Content Analysis: Data labeling allows AI to analyze and interpret unstructured data such as audio and video."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"Media Monitoring: AI monitors media channels, identifying and categorizing content through labeled data."}]}]},{"type":"listItem","children":[{"type":"paragraph","children":[{"type":"span","value":"User Experience: Improved interaction with unstructured data leads to enhanced user experiences in digital platforms."}]}]}]},{"type":"paragraph","children":[{"type":"span","value":"As data labeling continues to refine AI's understanding of our world, its applications are only bound to grow. The strategic implementation of labeled datasets across industries not only augments the capabilities of AI but also unlocks new horizons for innovation and efficiency."}]},{"type":"heading","level":2,"children":[{"type":"span","marks":["strong"],"value":"Implementations of Data Labeling"}]},{"type":"paragraph","children":[{"type":"span","value":"The art and science of data labeling have become integral to the tapestry of machine learning (ML), weaving through the workflow to enhance predictive models and decision-making processes. This section delves into the intricacies of data labeling implementations, drawing from a wealth of industry knowledge and technological advancements."}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Machine Learning Workflows"}]},{"type":"paragraph","children":[{"type":"span","value":"The Cloudfactory guide illuminates how data labeling is not just a step but a continuum in machine learning workflows. From raw data collection to the iterative training of models, labeling acts as the compass that guides algorithms towards true north—accuracy and reliability. Supervised learning models, in particular, feast on this labeled data to learn, adapt, and ultimately, perform. The label quality directly correlates with efficiency, as high-fidelity data reduces the time and computational resources required to reach model maturity."}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Advancements in Data Labeling Tools"}]},{"type":"paragraph","children":[{"type":"span","value":"As data grows in complexity, so too must the tools we use to label it. Platforms now boast advanced features like automatic label suggestions and context-sensitive interfaces, tackling varied data types from high-resolution images to intricate time-series. These tools not only speed up the process but also enhance the precision of labeling, a critical factor in complex scenarios such as medical diagnosis or predictive maintenance."}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Crowdsourcing and Large Datasets"}]},{"type":"paragraph","children":[{"type":"span","value":"When data scales to the magnitude of big data, crowdsourcing becomes a beacon of manageability. Platforms like Superannotate demonstrate how distributed human intelligence can label vast datasets with agility and accuracy. This collective effort not only distributes the workload but also brings diverse perspectives to data interpretation, enriching the dataset's dimensional accuracy."}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Generative AI Platforms and Automation"}]},{"type":"paragraph","children":[{"type":"span","value":"The potential of "},{"url":"https://deepgram.com/ai-glossary/natural-language-understanding","type":"link","children":[{"type":"span","value":"generative AI"}]},{"type":"span","value":" platforms such as WatsonX marks a new dawn in data labeling. these platforms are pioneering the automation of labeling, learning from unlabeled data to generate annotations. This self-improving cycle propels machine learning forward with minimal human intervention, opening doors to unprecedented volumes of data being labeled and utilized."}]},{"type":"paragraph","children":[{"type":"span","value":"The automation of labeling has proven controversial, however. Some ask the question, "},{"url":"https://deepgram.com/learn/when-ai-eats-itself","type":"link","children":[{"type":"span","value":"what happens when AI eats itself"}]},{"type":"span","value":"? The biggest danger is that mistakes made by an initial labeling AI will be exacerbated in later generations of that same model."}]},{"type":"heading","level":3,"children":[{"type":"span","marks":["strong"],"value":"Domain Expertise in Labeling"}]},{"type":"paragraph","children":[{"type":"span","value":"Despite the leaps in technology, the importance of domain expertise remains unchallenged. Specialized knowledge is often the key to unlocking the true value of data, particularly in nuanced fields like legal or financial applications. Here, the precision and context that experts bring to data labeling are irreplaceable, ensuring that the resulting models operate within the realms of accuracy and applicability."}]},{"type":"paragraph","children":[{"type":"span","value":"As we venture further into the era of AI, the implementations of data labeling continue to expand and evolve. It is the keystone that supports the arch of AI's capabilities, ensuring that as our algorithms grow smarter, they remain rooted in the reality of expertly labeled data."}]},{"type":"paragraph","children":[{"item":"bwO3yRJyTOexAC3lZ3jvCw","type":"inlineItem"}]}]}}},"_updatedAt":"2024-06-18T12:26:45-07:00"},"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":"data-labeling"},"__N_SSG":true},"page":"/ai-glossary/[[...slug]]","query":{"slug":["data-labeling"]},"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>