CINXE.COM
Page Not Found | NVIDIA
<!DOCTYPE HTML> <!--[if lt IE 7]><html class="html-page no-js lt-ie9 lt-ie8 lt-ie7"> <![endif]--> <!--[if IE 7]><html class="html-page no-js lt-ie9 lt-ie8"> <![endif]--> <!--[if IE 8]><html class="html-page no-js lt-ie9"> <![endif]--> <!--[if gt IE 8]><!--> <html class="html-page no-js" xmlns="http://www.w3.org/1999/xhtml" dir="ltr" lang="en-sg" xml:lang="en-sg" ><!--<![endif]--> <head> <!-- Added for weibo metatags to deep Learning template --> <!-- End of weibo metatags to deep Learning template --> <meta http-equiv="X-UA-Compatible" content="IE=edge"> <meta name="robots" content="noindex,nofollow"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta http-equiv="content-type" content="text/html; charset=UTF-8"> <meta name="keywords" content="Page Not Found, 404"> <meta name="description" content="Page Not Found"> <meta name="nv-pub-date" content="2024-09-11T09:23:45.000Z"> <meta name="nv-cre-date" content="2024-09-11T09:42:26.000Z"> <meta name="nv-id" content="L2NvbnRlbnQvbnZpZGlhR0RDL3NnL2VuX1NHL3BhZ2Utbm90LWZvdW5k"> <meta name="ps-key" content="1781-57d9f03d015405367a598032"> <meta name="ps-country" content="SG" /> <meta name="ps-language" content="en" /> <link rel="canonical" href="https://www.nvidia.com/en-sg/page-not-found/"> <link rel="alternate" hreflang="en-kw" href="https://www.nvidia.com/en-me/page-not-found/"> <link rel="alternate" hreflang="de-at" href="https://www.nvidia.com/de-at/page-not-found/"> <link rel="alternate" hreflang="ro-ro" href="https://www.nvidia.com/ro-ro/page-not-found/"> <link rel="alternate" hreflang="pt-br" href="https://www.nvidia.com/pt-br/page-not-found/"> <link rel="alternate" hreflang="cs-cz" href="https://www.nvidia.com/cs-cz/page-not-found/"> <link rel="alternate" hreflang="en-lb" href="https://www.nvidia.com/en-me/page-not-found/"> <link rel="alternate" hreflang="nb-no" href="https://www.nvidia.com/nb-no/page-not-found/"> <link rel="alternate" hreflang="en-tn" href="https://www.nvidia.com/en-me/page-not-found/"> <link rel="alternate" hreflang="es-mx" href="https://www.nvidia.com/es-la/page-not-found/"> <link rel="alternate" hreflang="es-es" href="https://www.nvidia.com/es-es/page-not-found/"> <link rel="alternate" hreflang="en-ps" href="https://www.nvidia.com/en-me/page-not-found/"> <link rel="alternate" hreflang="nl-nl" href="https://www.nvidia.com/nl-nl/page-not-found/"> <link rel="alternate" hreflang="sv-se" href="https://www.nvidia.com/sv-se/page-not-found/"> <link rel="alternate" hreflang="ru-kg" href="https://www.nvidia.com/ru-ru/page-not-found/"> <link rel="alternate" hreflang="es-ar" href="https://www.nvidia.com/es-la/page-not-found/"> <link rel="alternate" hreflang="da-dk" href="https://www.nvidia.com/da-dk/page-not-found/"> <link rel="alternate" hreflang="ru-by" href="https://www.nvidia.com/ru-ru/page-not-found/"> <link rel="alternate" hreflang="en-dz" href="https://www.nvidia.com/en-me/page-not-found/"> <link rel="alternate" hreflang="ko-kr" href="https://www.nvidia.com/ko-kr/page-not-found/"> <link rel="alternate" hreflang="en-us" href="https://www.nvidia.com/en-us/page-not-found/"> <link rel="alternate" hreflang="en-ae" href="https://www.nvidia.com/en-me/page-not-found/"> <link rel="alternate" hreflang="en-in" href="https://www.nvidia.com/en-in/page-not-found/"> <link rel="alternate" hreflang="en-eg" href="https://www.nvidia.com/en-me/page-not-found/"> <link rel="alternate" hreflang="ru-ru" href="https://www.nvidia.com/ru-ru/page-not-found/"> <link rel="alternate" hreflang="it-it" href="https://www.nvidia.com/it-it/page-not-found/"> <link rel="alternate" hreflang="pl-pl" href="https://www.nvidia.com/pl-pl/page-not-found/"> <link rel="alternate" hreflang="fr-be" href="https://www.nvidia.com/fr-be/page-not-found/"> <link rel="alternate" hreflang="tr-tr" href="https://www.nvidia.com/tr-tr/page-not-found/"> <link rel="alternate" hreflang="en-au" href="https://www.nvidia.com/en-au/page-not-found/"> <link rel="alternate" hreflang="fr-fr" href="https://www.nvidia.com/fr-fr/page-not-found/"> <link rel="alternate" hreflang="ja-jp" href="https://www.nvidia.com/ja-jp/page-not-found/"> <link rel="alternate" hreflang="de-de" href="https://www.nvidia.com/de-de/page-not-found/"> <link rel="alternate" hreflang="zh-tw" href="https://www.nvidia.com/zh-tw/page-not-found/"> <link rel="alternate" hreflang="ru-am" href="https://www.nvidia.com/ru-ru/page-not-found/"> <link rel="alternate" hreflang="en-jo" href="https://www.nvidia.com/en-me/page-not-found/"> <link rel="alternate" hreflang="es-co" href="https://www.nvidia.com/es-la/page-not-found/"> <link rel="alternate" hreflang="en-bh" href="https://www.nvidia.com/en-me/page-not-found/"> <link rel="alternate" hreflang="es-cl" href="https://www.nvidia.com/es-la/page-not-found/"> <link rel="alternate" hreflang="es-pe" href="https://www.nvidia.com/es-la/page-not-found/"> <link rel="alternate" hreflang="en-sa" href="https://www.nvidia.com/en-me/page-not-found/"> <link rel="alternate" hreflang="en-sg" href="https://www.nvidia.com/en-sg/page-not-found/"> <link rel="alternate" hreflang="fi-fi" href="https://www.nvidia.com/fi-fi/page-not-found/"> <link rel="alternate" hreflang="en-gb" href="https://www.nvidia.com/en-gb/page-not-found/"> <link rel="alternate" hreflang="ru-ua" href="https://www.nvidia.com/ru-ru/page-not-found/"> <link rel="alternate" hreflang="en-om" href="https://www.nvidia.com/en-me/page-not-found/"> <link rel="alternate" hreflang="en-ca" href="https://www.nvidia.com/en-us/page-not-found/"> <link rel="alternate" hreflang="zh-cn" href="https://www.nvidia.cn/page-not-found/"> <link rel="alternate" hreflang="de" href="https://www.nvidia.com/de-de/page-not-found/"> <link rel="alternate" hreflang="fr" href="https://www.nvidia.com/fr-fr/page-not-found/"> <link rel="alternate" hreflang="en" href="https://www.nvidia.com/en-us/page-not-found/"> <link rel="alternate" hreflang="x-default" href="https://www.nvidia.com/en-us/page-not-found/"> <style> .sub-brand-item:nth-child(2) #nav li:first-child { display: none; } .sub-brand-item:nth-child(2) #nav li:nth-child(2) { padding-top: 20px; } .sub-brand-item:nth-child(5) #nav li:first-child { display: none; } .sub-brand-item:nth-child(5) #nav li:nth-child(2) { padding-top: 20px; } @media screen and (max-width: 1024px) and (min-width: 768px) { .heroBanner .slider-container input[id^="slide1"]:checked ~ #slides article:nth-child(1) .infobarbottomlogowrap .infobrtlogopositionleft { left: 30px; } .heroBanner .slider-container input[id^="slide3"]:checked ~ #slides article:nth-child(3) .infobarbottomlogowrap .infobrtlogopositionleft { left: 29px; bottom: -10px; } } @media screen and (max-width: 767px) { .heroBanner .slider-container input[id^="slide1"]:checked ~ #slides article:nth-child(1) .infobarbottomlogowrap .infobrtlogopositionleft { left: 15px; } .heroBanner .slider-container input[id^="slide3"]:checked ~ #slides article:nth-child(3) .infobarbottomlogowrap .infobrtlogopositionleft { left: 16px; } } /*** Healthcare Ovweview menu hide ****/ /**********/ </style> <script src="/etc.clientlibs/clientlibs/granite/jquery.min.cee8557e8779d371fe722bbcdd3b3eb7.js"></script> <script src="/etc.clientlibs/clientlibs/granite/utils.min.4a192b590a2c2926fb000264370c0588.js"></script> <script src="/etc.clientlibs/foundation/clientlibs/shared.min.e9d9a3990d7779c2e8e3361187f3d36b.js"></script> <script src="/etc/designs/nvidiaGDC/clientlibs_foundation.min.026a51fcf3ffe653efd9f26b54a56ad6.js"></script> <script type="text/javascript" src="https://cdn.cookielaw.org/scripttemplates/otSDKStub.js" charset="UTF-8" data-domain-script="3e2b62ff-7ae7-4ac5-87c8-d5949ecafff5" data-document-language="true"> </script> <script> function OptanonWrapper() { var event = new Event('bannerLoaded'); window.dispatchEvent(event); } </script> <script src="//assets.adobedtm.com/5d4962a43b79/96fada676f0e/launch-95431b44ee81.min.js" data-ot-ignore="true"></script> <!-- condition test for the old breakpoints to load defaulted to new breakpoints --> <link rel="stylesheet" href="/etc/designs/nvidiaGDC/clientlibs_global.min.994bd33b2ab60788af830dab036c7894.css" type="text/css"> <!-- End of condition for the old breakpoints --> <!-- Condition for whether clientlibs v3 is included --> <link rel="stylesheet" href="/etc/designs/nvidiaGDC/clientlibs-deep-learning.min.1c9e4f354a94f48c150e253bc98adfbf.css" type="text/css"> <link rel="stylesheet" href="/etc/designs/nvidiaGDC/clientlibs-locales.min.49234a64896bf33a5fa37485d66f0bb4.css" type="text/css"> <!-- Added for weibo metatags to deep Learning template --> <!-- End of weibo metatags to deep Learning template --> <script type="text/javascript"> var NVIDIAGDC = NVIDIAGDC || {}; ;(function ( nvidiaGDC ){ nvidiaGDC.addProperty = function(obj, name, val){ if (!obj && !name){ return; } nvidiaGDC[obj] = nvidiaGDC[obj] || {}; if(typeof val != "undefined" && val != null){ if(!nvidiaGDC[obj].hasOwnProperty(name) || !nvidiaGDC[obj][name]){ nvidiaGDC[obj][name] = val; } } }; nvidiaGDC.addProperty('Accounts', 'LoginGatePage', 'https://www.nvidia.com/en-us/account/login-gate/'); nvidiaGDC.addProperty('Accounts', 'LoginPage', 'https://www.nvidia.com/en-sg/account/'); nvidiaGDC.addProperty('Accounts', 'accountsJarvisSrvcBase', 'https://accounts.nvgs.nvidia.com'); nvidiaGDC.addProperty('Accounts', 'accountsJarvisHeaderMagicValue', ''); nvidiaGDC.addProperty('Accounts', 'accountsJarvisHeaderCFGRefereID', 'Account Mini-Site'); nvidiaGDC.addProperty('apps', 'endpoint', 'https://api-prod.nvidia.com'); nvidiaGDC.addProperty('web', 'env', 'p-prod'); nvidiaGDC.addProperty('web', 'q1', ''); nvidiaGDC.addProperty('web', 'q2', ''); nvidiaGDC.addProperty('web', 'q3', ''); nvidiaGDC.addProperty('apps', 'searchjs', 'https://api-prod.nvidia.com/search/nvidia-search-page-widget.js'); nvidiaGDC.addProperty('apps', 'searchsrvc', 'https://api-prod.nvidia.com/search/graphql'); })(NVIDIAGDC); </script> <!-- condition test for the old breakpoints to load defaulted to new breakpoints --> <script src="/etc/designs/nvidiaGDC/clientlibs_preload.min.7e5022af9cbc3a5fc16768c20a85cbac.js"></script> <!-- End of condition for the old breakpoints --> <!--[if (gte IE 6)&(lte IE 8)]> <![endif]--> <!-- <noscript><link rel="stylesheet" href="[fallback css]" /></noscript> --> <script type="text/javascript"> var nvidiaGDClogqueue = []; var nvidiaGDClog = function() { nvidiaGDClogqueue.push(arguments) }; ;(function ( nvidiaGDC ){ nvidiaGDC.SC = nvidiaGDC.SC || {}; nvidiaGDC.SC.vars = nvidiaGDC.SC.vars || {}; nvidiaGDC.SC.vars.pageTemplate = "/apps/nvidiaGDC/templates/deepLearningPage".toLowerCase(); var nvidiaGDCFunctionQueue = function(){ this.queue = []; }; nvidiaGDCFunctionQueue.prototype.addToQueue = function(funcItem){ nvidiaGDClog("funcqueue/add"); nvidiaGDClog(funcItem); this.queue.push(funcItem); }; nvidiaGDCFunctionQueue.prototype.clearQueue = function(){ this.queue.length = 0; }; nvidiaGDCFunctionQueue.prototype.executeQueue = function(){ var nQueueLength = this.queue.length; var sTargetID, sMethodName, aParams, $targetElement, fMethod; for (var i = 0; i < this.queue.length; i++) { try { var funcItem = this.queue[i]; if (typeof funcItem === 'object') { nvidiaGDClog("funcqueue/object: " + funcItem['method']); sTargetID = funcItem['id']; sMethodName = funcItem['method']; aParams = funcItem['params']; $targetElement = $(document.getElementById(sTargetID)); fMethod = $targetElement[sMethodName]; fMethod.apply($targetElement, aParams); } else if (typeof funcItem === 'string' && nvidiaGDC.Func) { nvidiaGDClog("funcqueue/string: " + funcItem); console.log("funcqueue/string: " + funcItem); if (typeof nvidiaGDC.Func[funcItem] === 'function') { nvidiaGDC.Func[funcItem].call(); } } } catch(err) { if (typeof console == "object") { nvidiaGDClog("Error running script - " + err + " (Has plugin been included?)"); nvidiaGDClog({ "sTargetID" : sTargetID, "sMethodName" : sMethodName, "aParams" : aParams, "$targetElement" : $targetElement, "fMethod" : fMethod }); } } } this.clearQueue(); }; nvidiaGDC.funcQueue = nvidiaGDC.funcQueue || new nvidiaGDCFunctionQueue(); })(NVIDIAGDC); </script> <style> .rawHtml li { list-style: none; } .tabcomp .tabs>li { list-style: none; } ul { padding-left: 12px; } #nv-login-mob { display: flex; align-items: center; } .navigation .global-nav .desktop-nav .nav-tools-container { width: 150px; } @media (max-width: 1023px) and (min-width: 640px) { .navigation:has(.account-icon):not(:has(.account-icon.logged-in)) .global-nav .nav-header-container .nav-tools-container .nav-header-list .nav-header-item.cart-item { right: 80px!important; } } </style> <title>Page Not Found | NVIDIA</title> </head> <body class="body-page theme-en-sg theme-deeplearning nv-megamenu v4_design base_v4" data-edit-mode> <header id="main-header"> <div class="navigation"> <!-- SVG SYMBOL DEFINITIONS --> <svg xmlns="http://www.w3.org/2000/svg" class="hide" style="display: none;"> <symbol id="n24-nvidia-logo" viewBox="0 0 108.472 20"> <title id="nvidia_logo_desktop">NVIDIA Home</title> <desc>NVIDIA Home</desc> <path id="nvidia-logo-reg" d="M1072.628,253.918v-.3h.192c.105,0,.248.008.248.136s-.073.163-.2.163h-.243m0,.211h.129l.3.524h.327l-.33-.545a.3.3,0,0,0,.311-.323c0-.285-.2-.377-.53-.377h-.482v1.245h.276v-.524m1.4-.1a1.2,1.2,0,1,0-1.2,1.157,1.14,1.14,0,0,0,1.2-1.157m-.347,0a.854.854,0,0,1-.855.891v0a.889.889,0,1,1,.855-.887Z" transform="translate(-965.557 -237.878)" /> <path id="nvidia-logo-NVIDIA" d="M463.9,151.934v13.127h3.707V151.934Zm-29.164-.018v13.145h3.74v-10.2l2.918.01a2.674,2.674,0,0,1,2.086.724c.586.625.826,1.632.826,3.476v5.995h3.624V157.8c0-5.183-3.3-5.882-6.536-5.882Zm35.134.018v13.127h6.013c3.2,0,4.249-.533,5.38-1.727a7.352,7.352,0,0,0,1.316-4.692,7.789,7.789,0,0,0-1.2-4.516c-1.373-1.833-3.352-2.191-6.306-2.191Zm3.677,2.858h1.594c2.312,0,3.808,1.039,3.808,3.733s-1.5,3.734-3.808,3.734h-1.594Zm-14.992-2.858-3.094,10.4-2.965-10.4h-4l4.234,13.127h5.343l4.267-13.127Zm25.749,13.127h3.708V151.935h-3.709ZM494.7,151.939l-5.177,13.117h3.656l.819-2.318h6.126l.775,2.318h3.969l-5.216-13.118Zm2.407,2.393,2.246,6.145h-4.562Z" transform="translate(-399.551 -148.155)" /> <path id="nvidia-logo-eye-mark" data-name="Eye Mark" d="M129.832,124.085v-1.807c.175-.013.353-.022.533-.028,4.941-.155,8.183,4.246,8.183,4.246s-3.5,4.863-7.255,4.863a4.553,4.553,0,0,1-1.461-.234v-5.478c1.924.232,2.31,1.082,3.467,3.01l2.572-2.169a6.81,6.81,0,0,0-5.042-2.462,9.328,9.328,0,0,0-1,.059m0-5.968v2.7c.177-.014.355-.025.533-.032,6.871-.232,11.348,5.635,11.348,5.635s-5.142,6.253-10.5,6.253a7.906,7.906,0,0,1-1.383-.122v1.668a9.1,9.1,0,0,0,1.151.075c4.985,0,8.59-2.546,12.081-5.559.578.463,2.948,1.591,3.435,2.085-3.319,2.778-11.055,5.018-15.44,5.018-.423,0-.829-.026-1.228-.064v2.344h18.947v-20Zm0,13.009v1.424c-4.611-.822-5.89-5.615-5.89-5.615a9.967,9.967,0,0,1,5.89-2.85v1.563h-.007a4.424,4.424,0,0,0-3.437,1.571s.845,3.035,3.444,3.908m-8.189-4.4a11.419,11.419,0,0,1,8.189-4.449v-1.463c-6.043.485-11.277,5.6-11.277,5.6s2.964,8.569,11.277,9.354v-1.555C123.731,133.451,121.643,126.728,121.643,126.728Z" transform="translate(-118.555 -118.117)" fill="#74b71b" /> </symbol> <symbol id="n24-menu" viewBox="0 0 24 24"> <title>Menu</title> <desc>Menu icon</desc> <defs> <style> .n24-icon-menu-bg { opacity: 0; } .n24-icon-menu-stroke { fill: none; stroke: #666; stroke-miterlimit: 10; stroke-width: 1.5px; } </style></defs> <g id="n24-icon-menu-group"> <g id="n24-icon-menu-boundary" class="n24-icon-menu-bg"> <path d="M22.5,1.5v21H1.5V1.5h21M24,0H0V24H24V0Z" /></g> <line class="n24-icon-menu-stroke" x1="4.5" y1="7.5" x2="19.5" y2="7.5" /> <line class="n24-icon-menu-stroke" x1="4.5" y1="12" x2="19.5" y2="12" /> <line class="n24-icon-menu-stroke" x1="4.5" y1="16.5" x2="19.5" y2="16.5" /> </g> </symbol> <symbol id="n32-menu" viewBox="0 0 32 32"> <title>Menu</title> <desc>Menu icon</desc> <defs> <style> .n32-icon-menu-cls-1, .n32-icon-menu-cls-3, .n32-icon-menu-cls-4 { fill: none; } .n32-icon-menu-cls-1, .n32-icon-menu-cls-4 { stroke: #666; stroke-width: 2px; } .n32-icon-menu-cls-1 { stroke-miterlimit: 10; } .n32-icon-menu-cls-2 { opacity: 0; } </style></defs> <line id="n32-icon-menu-line-3b" data-name="Line 3b" class="n32-icon-menu-cls-1" x1="16" y1="23" x2="24" y2="23" /> <line id="n32-icon-menu-line-3a" data-name="Line 3a" class="n32-icon-menu-cls-1" x1="8" y1="23" x2="16" y2="23" /> <line id="n32-icon-menu-line-2b" data-name="Line 2b" class="n32-icon-menu-cls-1" x1="16" y1="16" x2="24" y2="16" /> <line id="n32-icon-menu-line-2a" data-name="Line 2a" class="n32-icon-menu-cls-1" x1="8" y1="16" x2="16" y2="16" /> <line id="n32-icon-menu-line-1b" data-name="Line 1b" class="n32-icon-menu-cls-1" x1="16" y1="9" x2="24" y2="9" /> <line id="n32-icon-menu-line-1a" data-name="Line 1a" class="n32-icon-menu-cls-1" x1="8" y1="9" x2="16" y2="9" /> <g id="Container" class="n32-icon-menu-cls-2"> <rect class="n32-icon-menu-cls-3" width="32" height="32" /> <rect class="n32-icon-menu-cls-4" x="1" y="1" width="30" height="30" /> </g> </symbol> <symbol id="n24-close-small" viewBox="0 0 24 24"> <title>Close</title> <desc>Close icon</desc> <defs> <style> .n24-icon-close-small-cls-1 { opacity: 0; } .n24-icon-close-small-cls-2 { fill: none; stroke: #666; stroke-miterlimit: 10; stroke-width: 1.5px; } </style></defs> <g id="n24-icon-close-small"> <g id="boundary"> <g class="n24-icon-close-small-cls-1"> <path d="M22.5,1.5v21H1.5V1.5h21M24,0H0V24H24V0Z" /> </g> </g> <line class="n24-icon-close-small-cls-2" x1="7.50005" y1="7.50002" x2="16.50005" y2="16.50002" /> <line class="n24-icon-close-small-cls-2" x1="7.50005" y1="16.50002" x2="16.50005" y2="7.50002" /> </g> </symbol> <symbol id="n24-close" viewBox="0 0 24 24"> <title>Close</title> <desc>Close icon</desc> <defs> <style> .n24-icon-close-cls-1 { opacity: 0; } .n24-icon-close-cls-2 { fill: none; stroke: #666; stroke-miterlimit: 10; stroke-width: 1.5px; } </style></defs> <g id="n24-icon-close"> <g id="boundary"> <g class="n24-icon-close-cls-1"> <path d="M22.5,1.5v21H1.5V1.5h21M24,0H0V24H24V0Z" /> </g> </g> <line class="n24-icon-close-cls-2" x1="4.5" y1="4.5" x2="19.5" y2="19.5" /> <line class="n24-icon-close-cls-2" x1="4.5" y1="19.5" x2="19.5" y2="4.5" /> </g> </symbol> <symbol id="n32-close" viewBox="0 0 32 32"> <title>Close</title> <desc>Close icon</desc> <defs> <style> .close-icon { fill: #666; fill-rule: evenodd; } </style></defs> <path id="n32-icon-close-path" data-name="Close icon path" class="close-icon" d="M25,8.82,23.18,7,16,14.18,8.82,7,7,8.82,14.18,16,7,23.18,8.82,25,16,17.82,23.18,25,25,23.18,17.82,16Z" /> </symbol> <symbol id="n24-caret-down" viewBox="0 0 24 24"> <title>Caret down icon</title> <desc>Accordion is closed, click to open.</desc> <defs> <style> .n24-icon-caret-down-cls-1 { opacity: 0; } .n24-icon-caret-down-cls-2 { fill: none; stroke: #666; stroke-miterlimit: 10; stroke-width: 1.5px; } </style></defs> <g id="n24-icon-caret-down"> <g id="n24-icon-caret-down-boundary"> <g class="n24-icon-caret-down-cls-1"> <path d="M22.5,1.5v21H1.5V1.5h21M24,0H0V24H24V0Z" /> </g> </g> <polyline class="n24-icon-caret-down-cls-2" points="4.5 8.25 12 15.75 19.5 8.25" /> </g> </symbol> <symbol id="n32-caret-down" viewBox="0 0 32 32"> <title>Caret down icon</title> <desc>Accordion is closed, click to open.</desc> <path id="n32-icon-caret-down-line-1" data-name="Line 1" d="M1,0,8,7,1,14" transform="translate(22.5 11.5) rotate(90)" fill="none" stroke="#666" stroke-width="2" /> <g id="n32-icon-caret-down-container" fill="none" stroke="#666" stroke-width="2" opacity="0"> <rect width="32" height="32" stroke="none" /> <rect x="1" y="1" width="30" height="30" fill="none" /> </g> </symbol> <symbol id="n32-caret-up" viewBox="0 0 32 32"> <title>Caret up icon</title> <desc>Accordion is open, click to close.</desc> <path id="n32-icon-caret-up-line-1" data-name="Line 1" d="M1,0,8,7,1,14" transform="translate(8.5 20.5) rotate(-90)" fill="none" stroke="#666" stroke-width="2" /> <g id="n32-icon-caret-up-container" fill="none" stroke="#666" stroke-width="2" opacity="0"> <rect width="32" height="32" stroke="none" /> <rect x="1" y="1" width="30" height="30" fill="none" /> </g> </symbol> <symbol id="n24-caret-right-small" viewBox="0 0 24 24"> <title>Caret right icon</title> <desc>Click to expand</desc> <defs> <style> .n24-icon-caret-right-small-cls-1 { fill: none; stroke: #666; stroke-miterlimit: 10; stroke-width: 1.5px; } .n24-icon-caret-right-small-cls-2 { opacity: 0; } </style></defs> <g id="n24-icon-caret-right-small"> <g class="n24-icon-caret-right-small-cls-2"> <path d="M22.5,1.5v21H1.5V1.5h21M24,0H0V24H24V0Z" /> </g> <polyline class="n24-icon-caret-right-small-cls-1" points="9.75 16.5 14.25 12 9.75 7.5" /> </g> </symbol> <symbol id="n24-caret-right" viewBox="0 0 24 24"> <title>Caret right icon</title> <desc>Click to expand</desc> <defs> <style> .n24-icon-caret-right-bg { opacity: 0; } .n24-icon-caret-right-stroke { fill: none; stroke: #666; stroke-miterlimit: 10; stroke-width: 1.5px; } </style></defs> <g id="n24-icon-caret-right-icon"> <g id="n24-icon-caret-boundary" class="n24-icon-caret-right-bg"> <path d="M22.5,1.5v21H1.5V1.5h21M24,0H0V24H24V0Z" /></g> <polyline class="n24-icon-caret-right-stroke" points="8.25 19.5 15.75 12 8.25 4.5" /> </g> </symbol> <symbol id="n32-caret-right" viewBox="0 0 32 32"> <title>Caret right icon</title> <desc>Click to expand menu.</desc> <g id="n32-icon-caret-right-bg" fill="none" stroke="#666" stroke-width="2" opacity="0"> <rect width="32" height="32" stroke="none" /> <rect x="1" y="1" width="30" height="30" fill="none" /> </g> <path id="n32-icon-caret-right-line-1" d="M1,0,8,7,1,14" transform="translate(11.5 9)" fill="none" stroke="#666" stroke-width="2" /> </symbol> <symbol id="n24-caret-left-small" viewBox="0 0 24 24"> <title>Caret left icon</title> <desc>Click to collapse menu.</desc> <defs> <style> .n24-caret-left-small-cls-1 { fill: none; stroke: #666; stroke-miterlimit: 10; stroke-width: 1.5px; } .n24-caret-left-small-cls-2 { opacity: 0; } </style></defs> <g id="n24-icon-caret-left-small"> <polyline class="n24-caret-left-small-cls-1" points="14.25 7.5 9.75 12 14.25 16.5" /> <g class="n24-caret-left-small-cls-2"> <path d="M22.5,1.5v21H1.5V1.5h21M24,0H0V24H24V0Z" /> </g> </g> </symbol> <symbol id="n24-caret-left" viewBox="0 0 24 24"> <title>Caret left icon</title> <desc>Click to collapse menu.</desc> <defs> <style> .n24-icon-caret-left-bg { opacity: 0; } .n24-icon-caret-left-stroke { fill: none; stroke: #666; stroke-miterlimit: 10; stroke-width: 1.5px; } </style></defs> <g id="n24-icon-caret-left"> <g id="boundary" class="n24-icon-caret-left-bg"> <path d="M22.5,1.5v21H1.5V1.5h21M24,0H0V24H24V0Z" /></g> <polyline class="n24-icon-caret-left-stroke" points="15.75 4.5 8.25 12 15.75 19.5" /> </g> </symbol> <symbol id="n32-caret-left" viewBox="0 0 32 32"> <title>Caret left icon</title> <desc>Click to collapse menu.</desc> <path id="n32-caret-left-line-1" data-name="line 1" d="M1,0,8,7,1,14" transform="translate(20.5 23) rotate(180)" fill="none" stroke="#666" stroke-width="2" /> <g id="n32-caret-left-container" fill="none" stroke="#666" stroke-width="2" opacity="0"> <rect width="32" height="32" stroke="none" /> <rect x="1" y="1" width="30" height="30" fill="none" /> </g> </symbol> <symbol id="n24-cart" viewBox="0 0 24 24"> <title id="shopping_cart">Shopping Cart</title> <desc>Click to see cart items</desc> <defs> <style> .n24-icon-cart-bg { opacity: 0; } .n24-icon-cart-stroke { fill: none; stroke: #666; stroke-miterlimit: 10; stroke-width: 1.5px; } </style></defs> <g id="n24-icon-cart-icon"> <g id="n24-icon-cart-boundary" class="n24-icon-cart-bg"> <path d="M22.5,1.5v21H1.5V1.5h21M24,0H0V24H24V0Z" /></g> <polyline class="n24-icon-cart-stroke" points="1.5 3.75 4.894 3.75 7.707 14.25 16.5 14.25" /> <circle class="n24-icon-cart-stroke" cx="8.25" cy="18.75001" r="1.5" /> <circle class="n24-icon-cart-stroke" cx="15.75" cy="18.75001" r="1.5" /> <polyline class="n24-icon-cart-stroke" points="5.295 5.25 18.714 5.25 17.142 11.25 6.903 11.25" /> </g> </symbol> <symbol id="n24-search" viewBox="0 0 24 24"> <title id="search">Search icon</title> <desc>Click to search</desc> <defs> <style> .n24-icon-search-bg { opacity: 0; } .n24-icon-search-fill { fill: #666; } .n24-icon-search-stroke { fill: none; stroke: #666; stroke-miterlimit: 10; stroke-width: 1.5px; } </style></defs> <g id="n24-icon-search-icon"> <g id="n24-icon-search-boundary" class="n24-icon-search-bg"> <path d="M22.5,1.5v21H1.5V1.5h21M24,0H0V24H24V0Z" /></g> <path class="n24-icon-search-fill" d="M9.9,4.05A5.85,5.85,0,1,1,4.05,9.9,5.8566,5.8566,0,0,1,9.9,4.05m0-1.5A7.35,7.35,0,1,0,17.25,9.9,7.35,7.35,0,0,0,9.9,2.55Z" /> <line class="n24-icon-search-stroke" x1="15" y1="15" x2="19.875" y2="19.875" /> </g> </symbol> <symbol id="n24-user-circle" viewBox="0 0 24 24"> <defs> <style> .n24-user-circle-cls-1 { fill: none; stroke: #666; stroke-miterlimit: 10; stroke-width: 1.5px; } .n24-bounds { fill: none; } </style></defs> <rect id="n24-icon-user-circle-bounds" class="n24-bounds" width="24" height="24" /> <g id="n24-icon-user-circle"> <circle id="user-circle" class="n24-user-circle-cls-1" cx="12" cy="12" r="9.75" /> <polyline id="user-body" class="n24-user-circle-cls-1" points="17.55 20.01 16.34 15.48 7.66 15.48 6.45 20.01" /> <circle id="user-head" class="n24-user-circle-cls-1" cx="12" cy="9.91" r="3.48" /> </g> </symbol> </svg> <nav class="global-nav" id="navigation24616fc2_ae84_4e8b_b8ce_cf7cc5a7c96b"> <div class="nav-header desktop-nav"> <a class="skip-main" href="#page-content"><span>Skip to main content</span></a> <div class="nav-header-container"> <div class="brand-container"> <a class="brand-link pull-left nvidia-logo" href="https://www.nvidia.com/en-sg/" title='Artificial Intelligence Computing Leadership from NVIDIA' alt='Artificial Intelligence Computing Leadership from NVIDIA' aria-labelledby="nvidia_logo_desktop"> <svg enable-background="new 0 0 974.7 179.7" version="1.1" viewBox="0 0 974.7 179.7" xml:space="preserve" xmlns="http://www.w3.org/2000/svg" width="110" height="44"> <title>Artificial Intelligence Computing Leadership from NVIDIA</title> <path d="m962.1 144.1v-2.7h1.7c0.9 0 2.2 0.1 2.2 1.2s-0.7 1.5-1.8 1.5h-2.1m0 1.9h1.2l2.7 4.7h2.9l-3-4.9c1.5 0.1 2.7-1 2.8-2.5v-0.4c0-2.6-1.8-3.4-4.8-3.4h-4.3v11.2h2.5v-4.7m12.6-0.9c0-6.6-5.1-10.4-10.8-10.4s-10.8 3.8-10.8 10.4 5.1 10.4 10.8 10.4 10.8-3.8 10.8-10.4m-3.2 0c0.2 4.2-3.1 7.8-7.3 8h-0.3c-4.4 0.2-8.1-3.3-8.3-7.7s3.3-8.1 7.7-8.3 8.1 3.3 8.3 7.7c-0.1 0.1-0.1 0.2-0.1 0.3z" /> <path d="m578.2 34v118h33.3v-118h-33.3zm-262-0.2v118.1h33.6v-91.7l26.2 0.1c8.6 0 14.6 2.1 18.7 6.5 5.3 5.6 7.4 14.7 7.4 31.2v53.9h32.6v-65.2c0-46.6-29.7-52.9-58.7-52.9h-59.8zm315.7 0.2v118h54c28.8 0 38.2-4.8 48.3-15.5 7.2-7.5 11.8-24.1 11.8-42.2 0-16.6-3.9-31.4-10.8-40.6-12.2-16.5-30-19.7-56.6-19.7h-46.7zm33 25.6h14.3c20.8 0 34.2 9.3 34.2 33.5s-13.4 33.6-34.2 33.6h-14.3v-67.1zm-134.7-25.6l-27.8 93.5-26.6-93.5h-36l38 118h48l38.4-118h-34zm231.4 118h33.3v-118h-33.3v118zm93.4-118l-46.5 117.9h32.8l7.4-20.9h55l7 20.8h35.7l-46.9-117.8h-44.5zm21.6 21.5l20.2 55.2h-41l20.8-55.2z" /> <path fill="#76B900" d="m101.3 53.6v-16.2c1.6-0.1 3.2-0.2 4.8-0.2 44.4-1.4 73.5 38.2 73.5 38.2s-31.4 43.6-65.1 43.6c-4.5 0-8.9-0.7-13.1-2.1v-49.2c17.3 2.1 20.8 9.7 31.1 27l23.1-19.4s-16.9-22.1-45.3-22.1c-3-0.1-6 0.1-9 0.4m0-53.6v24.2l4.8-0.3c61.7-2.1 102 50.6 102 50.6s-46.2 56.2-94.3 56.2c-4.2 0-8.3-0.4-12.4-1.1v15c3.4 0.4 6.9 0.7 10.3 0.7 44.8 0 77.2-22.9 108.6-49.9 5.2 4.2 26.5 14.3 30.9 18.7-29.8 25-99.3 45.1-138.7 45.1-3.8 0-7.4-0.2-11-0.6v21.1h170.2v-179.7h-170.4zm0 116.9v12.8c-41.4-7.4-52.9-50.5-52.9-50.5s19.9-22 52.9-25.6v14h-0.1c-17.3-2.1-30.9 14.1-30.9 14.1s7.7 27.3 31 35.2m-73.5-39.5s24.5-36.2 73.6-40v-13.2c-54.4 4.4-101.4 50.4-101.4 50.4s26.6 77 101.3 84v-14c-54.8-6.8-73.5-67.2-73.5-67.2z" /> </svg> </a> </div> <!-- Mega menu code start --> <div class="navoverlay"></div> <input type="radio" name="nv-tab-level-1" value="nv-level1-tab1" id="nv-level1-tab1" class="main-menu" /> <input type="radio" name="nv-tab-level-1" value="nv-level1-tab2" id="nv-level1-tab2" class="main-menu" /> <input type="radio" name="nv-tab-level-1" value="nv-level1-tab3" id="nv-level1-tab3" class="main-menu" /> <input type="radio" name="nv-tab-level-1" value="nv-level1-tab4" id="nv-level1-tab4" class="main-menu" /> <div class="nv-container nv-menu"> <div class="menu-buttons-container"> <span class="menu-button main-menu-buttons-desktop"> <button class="menu-button caret-right hide"> <svg class="n24-icon menu-button caret-right" aria-label="menu expand" aria-controls="main-menu-navigation"> <use xlink:href="#n24-caret-right-small" /></svg> <span id="mega-menu-expand-label" class="hide">Main Menu</span> </button> <button class="menu-button caret-left hide" aria-label="menu collapse"> <svg class="n24-icon menu-button caret-left"> <use xlink:href="#n24-caret-left-small" /></svg> </button> <button class="menu-button close hide" aria-label="menu close"> <svg class="n24-icon menu-button close"> <use xlink:href="#n24-close-small" /></svg> </button> </span> </div> <ul id='main-menu-navigation' class="nv-menu-list left" aria-label="menu" role="menu"> <li data-num="1" class=" nv-menu-item tmenu" role="menuitem" aria-haspopup="true" aria-expanded="false"> <label for="nv-level1-tab1" tabindex="0" class="nv-menu-button menu-level-1">Products</label> <div class="nv-menu2-container nv-level1-tab1 three-lvl"> <input type="radio" name="nv-tab-level-2" value="nv-level2-tab1" id="tab1-nv-level2-tab1" class="sub-menu"> <input type="radio" name="nv-tab-level-2" value="nv-level2-tab2" id="tab1-nv-level2-tab2" class="sub-menu"> <div class="nv-level2-list-container"> <div class="nav-row-container"> <ul class="nv-menu-level2-list tab-bar1" role="tablist"> <li data-num="11" class="nv-menu-item tmenu1" role="tab" aria-haspopup="true" aria-expanded="false"><label for="tab1-nv-level2-tab1" class="nv-menu-button menu-level-2" tabindex="0">Hardware</label> </li> </li> <li data-num="12" class="nv-menu-item tmenu1" role="tab" aria-haspopup="true" aria-expanded="false"><label for="tab1-nv-level2-tab2" class="nv-menu-button menu-level-2" tabindex="0">Software</label> </li> </li> <li class="slider-menu menu-slider-l1" role="presentation"></li> </ul> </div> </div> <div class="menu3-container"> <div class="nv-menu3-container nv-level3-tab1 three-lvl-tab"> <div class="nav-row-container"> <ul class="menu-level-3 menu-accordion open" role="menu"> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Gaming and Entertainment</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/graphics-cards/" target="_self" class="menu-item-link">GeForce Graphics Cards</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/laptops/" target="_self" class="menu-item-link">Laptops</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/products/g-sync-monitors/" target="_self" class="menu-item-link">G-SYNC Monitors</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/studio/laptops-desktops/" target="_self" class="menu-item-link">Studio</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-on-rtx/" target="_self" class="menu-item-link">RTX AI PCs</a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Laptops and Workstations</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/laptops/" target="_self" class="menu-item-link">Laptops</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/desktop-graphics/" target="_self" class="menu-item-link">NVIDIA RTX in Desktop Workstations</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/rtx-professional-laptops/" target="_self" class="menu-item-link">NVIDIA RTX in Professional Laptops</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/workstations/" target="_self" class="menu-item-link">NVIDIA RTX-Powered AI Workstations</a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Cloud and Data Center</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/" target="_self" class="menu-item-link">Overview</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/grace-cpu/" target="_self" class="menu-item-link">Grace CPU</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/dgx-platform/" target="_self" class="menu-item-link">DGX Platform</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/products/egx/" target="_self" class="menu-item-link">EGX Platform</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/edge-computing/products/igx/" target="_self" class="menu-item-link">IGX Platform</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/hgx/" target="_self" class="menu-item-link">HGX Platform</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/products/mgx/" target="_self" class="menu-item-link">NVIDIA MGX</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/omniverse/platform/ovx/" target="_self" class="menu-item-link">NVIDIA OVX</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/self-driving-cars/infrastructure/" target="_self" class="menu-item-link">DRIVE Sim</a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Networking</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/networking/" target="_self" class="menu-item-link">Overview</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/networking/products/data-processing-unit/" target="_self" class="menu-item-link">DPUs and SuperNICs</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/networking/products/ethernet/" target="_self" class="menu-item-link">Ethernet</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/networking/products/infiniband/" target="_self" class="menu-item-link">InfiniBand</a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">GPUs</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/graphics-cards/" target="_self" class="menu-item-link">GeForce</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/rtx/" target="_self" class="menu-item-link">NVIDIA RTX / Quadro</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/technologies/hopper-architecture/" target="_self" class="menu-item-link">Data Center</a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Embedded Systems</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/autonomous-machines/embedded-systems/" target="_self" class="menu-item-link">Jetson</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/self-driving-cars/hardware/" target="_self" class="menu-item-link">DRIVE AGX</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/clara/medical-devices/" target="_self" class="menu-item-link">Clara AGX</a> </li> </ul> </li> </ul> </div> </div> <div class="nv-menu3-container nv-level3-tab2 three-lvl-tab"> <div class="nav-row-container"> <ul class="menu-level-3 menu-accordion open" role="menu"> <li class="menu-level-3 menu-col-2" role="menuitem"> <div class="menu3-title">Application Frameworks</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/triton-inference-server/" target="_self" class="menu-item-link">AI Inference - Triton</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/self-driving-cars/software/" target="_self" class="menu-item-link">Automotive - DRIVE</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/MAXINE" target="_blank" class="menu-item-link" rel="noopener noreferrer">Cloud-AI Video Streaming - Maxine</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/culitho" target="_blank" class="menu-item-link" rel="noopener noreferrer">Computational Lithography - cuLitho</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/morpheus/" target="_self" class="menu-item-link">Cybersecurity - Morpheus</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/software/rapids/" target="_self" class="menu-item-link">Data Analytics - RAPIDS</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/generative-ai/nemo-framework/" target="_self" class="menu-item-link">Generative AI - NeMo</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/clara/" target="_self" class="menu-item-link">Healthcare - Clara</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/hpc-sdk" target="_blank" class="menu-item-link" rel="noopener noreferrer">High-Performance Computing</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/autonomous-machines/intelligent-video-analytics-platform/" target="_self" class="menu-item-link">Intelligent Video Analytics - Metropolis</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/cuopt/" target="_self" class="menu-item-link">Logistics and Route Optimization - cuOpt</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/nvidia-omniverse-platform" target="_blank" class="menu-item-link" rel="noopener noreferrer">Metaverse Applications - Omniverse</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/nvidia-merlin" target="_blank" class="menu-item-link" rel="noopener noreferrer">Recommender Systems - Merlin</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/isaac-ros" target="_blank" class="menu-item-link" rel="noopener noreferrer">Robotics - Isaac</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/riva/" target="_self" class="menu-item-link">Speech AI - Riva</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/aerial-sdk" target="_blank" class="menu-item-link" rel="noopener noreferrer">Telecommunications - Aerial</a> </a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Apps and Tools</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://catalog.ngc.nvidia.com/" target="_blank" class="menu-item-link" rel="noopener noreferrer">NGC Catalog</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/gpu-cloud/" target="_self" class="menu-item-link">NVIDIA NGC</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/omniverse/" target="_self" class="menu-item-link">3D Workflows - Omniverse</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/software/" target="_self" class="menu-item-link">Data Center</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/dcgm" target="_blank" class="menu-item-link" rel="noopener noreferrer">GPU Monitoring</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/software/nvidia-app-enterprise/" target="_self" class="menu-item-link">NVIDIA App for Enterprise</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/software/rtx-desktop-manager/" target="_self" class="menu-item-link">NVIDIA RTX Desktop Manager</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/studio/software/" target="_self" class="menu-item-link">RTX Accelerated Creative Apps</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/software/broadcast-app/" target="_self" class="menu-item-link">Video Conferencing</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/data-science/workbench/" target="_self" class="menu-item-link">AI Workbench</a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Gaming and Creating</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce-now/" target="_self" class="menu-item-link">GeForce NOW Cloud Gaming</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/geforce-experience/" target="_self" class="menu-item-link">GeForce Experience</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/broadcasting/" target="_self" class="menu-item-link">NVIDIA Broadcast App</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/machinima/" target="_self" class="menu-item-link">Animation - Machinima</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/rtx-remix/" target="_self" class="menu-item-link">Modding - RTX Remix</a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Infrastructure</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/products/ai-enterprise/" target="_self" class="menu-item-link">AI Enterprise Suite</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/egx-stack" target="_blank" class="menu-item-link" rel="noopener noreferrer">Cloud Native Support</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/cluster-management" target="_blank" class="menu-item-link" rel="noopener noreferrer">Cluster Management</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/products/fleet-command/" target="_self" class="menu-item-link">Edge Deployment Management</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/magnum-io/" target="_self" class="menu-item-link">IO Acceleration</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/networking/products/software/" target="_self" class="menu-item-link">Networking</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/virtual-solutions/" target="_self" class="menu-item-link">Virtual GPU</a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Cloud Services</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/base-command/" target="_self" class="menu-item-link">Base Command</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/clara/bionemo/" target="_self" class="menu-item-link">BioNeMo</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/dgx-cloud/" target="_self" class="menu-item-link">DGX Cloud</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/gpu-cloud/nemo-llm-service/" target="_self" class="menu-item-link">NeMo</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/gpu-cloud/picasso/" target="_self" class="menu-item-link">Picasso</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://docs.nvidia.com/ngc/ngc-private-registry-user-guide/index.html" target="_blank" class="menu-item-link" rel="noopener noreferrer">Private Registry</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/omniverse/cloud/" target="_self" class="menu-item-link">Omniverse</a> </li> </ul> </li> </ul> </div> </div> </div> </li> <li data-num="2" class=" nv-menu-item tmenu" role="menuitem" aria-haspopup="true" aria-expanded="false"> <label for="nv-level1-tab2" tabindex="0" class="nv-menu-button menu-level-1">Solutions</label> <div class="nv-menu3-container nv-level1-tab2 two-lvl"> <div class="nav-row-container"> <ul class="menu-level-3 menu-accordion open" role="menu"> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Artificial Intelligence</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai/" target="_self" class="menu-item-link">Overview</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/" target="_self" class="menu-item-link">AI Platform</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/inference-platform/" target="_self" class="menu-item-link">AI Inference</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/ai-workflows/" target="_self" class="menu-item-link">AI Workflows</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/conversational-ai/" target="_self" class="menu-item-link">Conversational AI</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/data-analytics/" target="_self" class="menu-item-link">Data Analytics</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/generative-ai/" target="_self" class="menu-item-link">Generative AI</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/machine-learning/" target="_self" class="menu-item-link">Machine Learning</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/prediction-forecasting/" target="_self" class="menu-item-link">Prediction and Forecasting</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/solutions/speech-ai/" target="_self" class="menu-item-link">Speech AI</a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Data Center and Cloud Computing</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/" target="_self" class="menu-item-link">Overview</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/solutions/accelerated-computing/" target="_self" class="menu-item-link">Accelerated Computing for Enterprise IT</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/gpu-cloud-computing/" target="_self" class="menu-item-link">Cloud Computing</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/colocation-partners/" target="_self" class="menu-item-link">Colocation</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/solutions/mlops/" target="_self" class="menu-item-link">MLOps</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/networking/" target="_self" class="menu-item-link">Networking</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/virtual-solutions/" target="_self" class="menu-item-link">Virtualization</a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Design and Simulation</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/solutions/design-and-simulation/" target="_self" class="menu-item-link">Overview</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/omniverse/solutions/digital-twins/" target="_self" class="menu-item-link">Digital Twin Development</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/" target="_self" class="menu-item-link">Rendering and Visualization</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/solutions/robotics-and-edge-computing/" target="_self" class="menu-item-link">Robotics Simulation</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/self-driving-cars/" target="_self" class="menu-item-link">Vehicle Simulation</a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Robotics and Edge Computing</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/autonomous-machines/" target="_self" class="menu-item-link">Overview</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/products/fleet-command/" target="_self" class="menu-item-link">Edge Deployment Management</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/edge-computing/" target="_self" class="menu-item-link">Edge Solutions</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/industrial-sector/" target="_self" class="menu-item-link">Industrial</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/autonomous-machines/intelligent-video-analytics-platform/" target="_self" class="menu-item-link">Intelligent Video Analytics</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/industries/robotics/" target="_self" class="menu-item-link">Robotics</a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">High-Performance Computing</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/high-performance-computing/" target="_self" class="menu-item-link">Overview</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/high-performance-computing/hpc-and-ai/" target="_self" class="menu-item-link">HPC and AI</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/high-performance-computing/scientific-visualization/" target="_self" class="menu-item-link">Scientific Visualization</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/high-performance-computing/simulation-and-modeling/" target="_self" class="menu-item-link">Simulation and Modeling</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/solutions/quantum-computing/" target="_self" class="menu-item-link">Quantum Computing</a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Self-Driving Vehicles</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/self-driving-cars/" target="_self" class="menu-item-link">Overview</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/self-driving-cars/in-vehicle-computing/" target="_self" class="menu-item-link">In-Vehicle Computing</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/self-driving-cars/infrastructure/" target="_self" class="menu-item-link">Infrastructure</a> </li> </ul> </li> </ul> </div> </div> </li> <li data-num="3" class=" nv-menu-item tmenu" role="menuitem" aria-haspopup="true" aria-expanded="false"> <label for="nv-level1-tab3" tabindex="0" class="nv-menu-button menu-level-1">Industries</label> <div class="nv-menu3-container nv-level1-tab3 two-lvl"> <div class="nav-row-container"> <ul class="menu-level-3 menu-accordion open" role="menu"> <li class="menu-level-3 menu-col-4" role="menuitem"> <div class="menu3-title">Industries </div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/" target="_self" class="menu-item-link">Overview</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/aec/" target="_self" class="menu-item-link">Architecture, Engineering, Construction & Operations</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/consumer-internet/" target="_self" class="menu-item-link">Consumer Internet</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-us/industries/cybersecurity/" target="_self" class="menu-item-link">Cybersecurity</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/energy/" target="_self" class="menu-item-link">Energy</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/finance/" target="_self" class="menu-item-link">Financial Services</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/healthcare-life-sciences/" target="_self" class="menu-item-link">Healthcare and Life Sciences</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/industries/higher-education-research/" target="_self" class="menu-item-link">Higher Education</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/game-development/" target="_self" class="menu-item-link">Game Development</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/industrial-sector/" target="_self" class="menu-item-link">Industrial Sector</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/manufacturing/" target="_self" class="menu-item-link">Manufacturing</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/media-and-entertainment/" target="_self" class="menu-item-link">Media and Entertainment</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/global-public-sector/" target="_self" class="menu-item-link">Global Public Sector</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/restaurants/" target="_self" class="menu-item-link">Restaurants </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/retail/" target="_self" class="menu-item-link">Retail and CPG</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/industries/robotics/" target="_self" class="menu-item-link">Robotics</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/smart-cities/" target="_self" class="menu-item-link">Smart Cities</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/supercomputing/" target="_self" class="menu-item-link">Supercomputing</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/telecommunications/" target="_self" class="menu-item-link">Telecommunications</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/transportation/" target="_self" class="menu-item-link">Transportation</a> </li> </ul> </li> </ul> </div> </div> </li> <li data-num="4" class=" nv-menu-item tmenu" role="menuitem" aria-haspopup="true" aria-expanded="false"> <label for="nv-level1-tab4" tabindex="0" class="nv-menu-button menu-level-1">For You</label> <div class="nv-menu2-container nv-level1-tab4 three-lvl"> <input type="radio" name="nv-tab-level-2" value="nv-level2-tab1" id="tab4-nv-level2-tab1" class="sub-menu"> <input type="radio" name="nv-tab-level-2" value="nv-level2-tab2" id="tab4-nv-level2-tab2" class="sub-menu"> <input type="radio" name="nv-tab-level-2" value="nv-level2-tab3" id="tab4-nv-level2-tab3" class="sub-menu"> <input type="radio" name="nv-tab-level-2" value="nv-level2-tab4" id="tab4-nv-level2-tab4" class="sub-menu"> <input type="radio" name="nv-tab-level-2" value="nv-level2-tab5" id="tab4-nv-level2-tab5" class="sub-menu"> <input type="radio" name="nv-tab-level-2" value="nv-level2-tab6" id="tab4-nv-level2-tab6" class="sub-menu"> <input type="radio" name="nv-tab-level-2" value="nv-level2-tab7" id="tab4-nv-level2-tab7" class="sub-menu"> <input type="radio" name="nv-tab-level-2" value="nv-level2-tab8" id="tab4-nv-level2-tab8" class="sub-menu"> <input type="radio" name="nv-tab-level-2" value="nv-level2-tab9" id="tab4-nv-level2-tab9" class="sub-menu"> <div class="nv-level2-list-container"> <div class="nav-row-container"> <ul class="nv-menu-level2-list tab-bar4" role="tablist"> <li data-num="11" class="nv-menu-item tmenu1" role="tab" aria-haspopup="true" aria-expanded="false"><label for="tab4-nv-level2-tab1" class="nv-menu-button menu-level-2" tabindex="0">Creatives/Designers</label> </li> </li> <li data-num="12" class="nv-menu-item tmenu1" role="tab" aria-haspopup="true" aria-expanded="false"><label for="tab4-nv-level2-tab2" class="nv-menu-button menu-level-2" tabindex="0">Data Scientists</label> </li> </li> <li data-num="13" class="nv-menu-item tmenu1" role="tab" aria-haspopup="true" aria-expanded="false"><label for="tab4-nv-level2-tab3" class="nv-menu-button menu-level-2" tabindex="0">Developers</label> </li> </li> <li data-num="14" class="nv-menu-item tmenu1" role="tab" aria-expanded="false"><a href="https://www.nvidia.com/en-sg/executive-insights/" class="menu-item-link nv-menu-button menu-level-2">Executives</a> </li> </li> <li data-num="15" class="nv-menu-item tmenu1" role="tab" aria-haspopup="true" aria-expanded="false"><label for="tab4-nv-level2-tab5" class="nv-menu-button menu-level-2" tabindex="0">Gamers</label> </li> </li> <li data-num="16" class="nv-menu-item tmenu1" role="tab" aria-haspopup="true" aria-expanded="false"><label for="tab4-nv-level2-tab6" class="nv-menu-button menu-level-2" tabindex="0">IT Professionals</label> </li> </li> <li data-num="17" class="nv-menu-item tmenu1" role="tab" aria-haspopup="true" aria-expanded="false"><label for="tab4-nv-level2-tab7" class="nv-menu-button menu-level-2" tabindex="0">Researchers</label> </li> </li> <li data-num="18" class="nv-menu-item tmenu1" role="tab" aria-haspopup="true" aria-expanded="false"><label for="tab4-nv-level2-tab8" class="nv-menu-button menu-level-2" tabindex="0">Roboticists</label> </li> </li> <li data-num="19" class="nv-menu-item tmenu1" role="tab" aria-expanded="false"><a href="https://www.nvidia.com/en-sg/deep-learning-ai/startups/" class="menu-item-link nv-menu-button menu-level-2">Startups</a> </li> </li> <li class="slider-menu menu-slider-l4" role="presentation"></li> </ul> </div> </div> <div class="menu3-container"> <div class="nv-menu3-container nv-level3-tab1 three-lvl-tab"> <div class="nav-row-container"> <ul class="menu-level-3 menu-accordion open" role="menu"> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">NVIDIA Studio</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/studio/" target="_self" class="menu-item-link">Overview</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/studio/software/" target="_self" class="menu-item-link">Accelerated Apps</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/studio/laptops-desktops/" target="_self" class="menu-item-link">Products</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/studio/compare-gpus/" target="_self" class="menu-item-link">Compare</a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Industries</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/industries/media-entertainment/" target="_self" class="menu-item-link">Media and Entertainment</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/industries/manufacturing/" target="_self" class="menu-item-link">Manufacturing</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/industries/architecture-engineering-construction/" target="_self" class="menu-item-link">Architecture, Engineering, and Construction</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/" target="_self" class="menu-item-link"><i>All Industries ></i></a> </li> </ul> </li> <li class="menu-level-3 menu-col-2" role="menuitem"> <div class="menu3-title">Solutions</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/quadro-servers/rtx/" target="_self" class="menu-item-link">Data Center/Cloud</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/quadro/" target="_self" class="menu-item-link">Laptops/Desktops</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/solutions/quadro-vr/" target="_self" class="menu-item-link">Augmented and Virtual Reality</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/solutions/quadro-display-desktop-management/" target="_self" class="menu-item-link">Multi-Display</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/solutions/rendering/" target="_self" class="menu-item-link">Rendering</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/omniverse/" target="_self" class="menu-item-link">3D Collaboration</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/virtual-workstation/" target="_self" class="menu-item-link">Graphics Virtualization</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/solutions/engineering-simulation/" target="_self" class="menu-item-link">Engineering Simulation</a> </li> </ul> </li> </ul> </div> </div> <div class="nv-menu3-container nv-level3-tab2 three-lvl-tab"> <div class="nav-row-container"> <ul class="menu-level-3 menu-accordion open" role="menu"> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Industries</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/finance/" target="_self" class="menu-item-link">Financial Services</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/consumer-internet/" target="_self" class="menu-item-link">Consumer Internet</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/healthcare-life-sciences/" target="_self" class="menu-item-link">Healthcare</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/industries/higher-education-research/" target="_self" class="menu-item-link">Higher Education</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/retail/" target="_self" class="menu-item-link">Retail</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-us/industries/public-sector/" target="_self" class="menu-item-link">Public Sector</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/" target="_self" class="menu-item-link"><i>All Industries ></i></a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Solutions</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/inference-platform/" target="_self" class="menu-item-link">AI Inference</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/ai-workflows/" target="_self" class="menu-item-link">AI Workflows</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/conversational-ai/" target="_self" class="menu-item-link">Conversational AI</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/data-analytics/" target="_self" class="menu-item-link">Data Analytics</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/training/" target="_self" class="menu-item-link">Deep Learning Training</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/generative-ai/" target="_self" class="menu-item-link">Generative AI</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/machine-learning/" target="_self" class="menu-item-link">Machine Learning</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/prediction-forecasting/" target="_self" class="menu-item-link">Prediction and Forecasting</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/solutions/speech-ai/" target="_self" class="menu-item-link">Speech AI</a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Software</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/products/ai-enterprise-suite/" target="_self" class="menu-item-link">AI Enterprise Suite</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/triton-inference-server/" target="_self" class="menu-item-link">AI Inference - Triton</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/ai-workflows/" target="_self" class="menu-item-link">AI Workflows</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/nvidia-omniverse-platform/ace/tokkio-showcase" target="_blank" class="menu-item-link" rel="noopener noreferrer">Avatar - Tokkio</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/morpheus/" target="_self" class="menu-item-link">Cybersecurity - Morpheus</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/software/rapids/" target="_self" class="menu-item-link">Data Analytics - RAPIDS</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/data-science/apache-spark-3/" target="_self" class="menu-item-link">Apache Spark</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/data-science/workbench/" target="_self" class="menu-item-link">AI Workbench</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/generative-ai/nemo-framework/" target="_self" class="menu-item-link">Large Language Models - NeMo Framework</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/cuopt/" target="_self" class="menu-item-link">Logistics and Route Optimization - cuOpt</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/nvidia-merlin" target="_blank" class="menu-item-link" rel="noopener noreferrer">Recommender Systems - Merlin</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/riva/" target="_self" class="menu-item-link">Speech AI - Riva</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/gpu-cloud/" target="_self" class="menu-item-link">NGC Overview</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://catalog.ngc.nvidia.com/" target="_blank" class="menu-item-link" rel="noopener noreferrer">NGC Software Catalog</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/open-source/" target="_blank" class="menu-item-link" rel="noopener noreferrer">Open Source Software</a> </a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Products</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-us/deep-learning-ai/products/titan-rtx/" target="_self" class="menu-item-link">PC</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/data-science/workstations/" target="_self" class="menu-item-link">Laptops & Workstations</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/" target="_self" class="menu-item-link">Data Center</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/gpu-cloud-computing/" target="_self" class="menu-item-link">Cloud</a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Resources</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/professional-services/" target="_self" class="menu-item-link">Professional Services</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/training/" target="_self" class="menu-item-link">Technical Training</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/startups/" target="_self" class="menu-item-link">Startups</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/ai-accelerated/" target="_self" class="menu-item-link">AI Accelerator Program</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://resources.nvidia.com/l/en-us-data-science" target="_blank" class="menu-item-link" rel="noopener noreferrer">Content Library</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-us/research/" target="_self" class="menu-item-link">NVIDIA Research</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/blog/category/data-science/" target="_self" class="menu-item-link">Developer Blog</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/kaggle-grandmasters/" target="_self" class="menu-item-link">Kaggle Grandmasters</a> </li> </ul> </li> </ul> </div> </div> <div class="nv-menu3-container nv-level3-tab3 three-lvl-tab"> <div class="nav-row-container"> <ul class="menu-level-3 menu-accordion open" role="menu"> <li class="menu-level-3 menu-col-1-5" role="menuitem"> <div class="menu3-title">Developer Resources</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/join" target="_blank" class="menu-item-link" rel="noopener noreferrer">Join the Developer Program</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://catalog.ngc.nvidia.com/" target="_blank" class="menu-item-link" rel="noopener noreferrer">NGC Catalog</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/gpu-cloud/" target="_self" class="menu-item-link">NVIDIA NGC</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/training/" target="_self" class="menu-item-link">Technical Training</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://news.developer.nvidia.com/" target="_blank" class="menu-item-link" rel="noopener noreferrer">News</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/blog" target="_blank" class="menu-item-link" rel="noopener noreferrer">Blog</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://forums.developer.nvidia.com/" target="_blank" class="menu-item-link" rel="noopener noreferrer">Forums</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/open-source/" target="_blank" class="menu-item-link" rel="noopener noreferrer">Open Source Portal</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/gtc/" target="_self" class="menu-item-link">NVIDIA GTC</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/startups/" target="_self" class="menu-item-link">Startups</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/" target="_self" class="menu-item-link"><i>Developer Home ></i></a> </li> </ul> </li> <li class="menu-level-3 menu-col-1-5" role="menuitem"> <div class="menu3-title">Application Frameworks</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/triton-inference-server/" target="_self" class="menu-item-link">AI Inference - Triton</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/drive" target="_blank" class="menu-item-link" rel="noopener noreferrer">Automotive - DRIVE</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/MAXINE" target="_blank" class="menu-item-link" rel="noopener noreferrer">Cloud-AI Video Streaming - Maxine</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/culitho" target="_blank" class="menu-item-link" rel="noopener noreferrer">Computational Lithography - cuLitho</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/morpheus/" target="_self" class="menu-item-link">Cybersecurity - Morpheus</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/software/rapids/" target="_self" class="menu-item-link">Data Analytics - RAPIDS</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/generative-ai" target="_blank" class="menu-item-link" rel="noopener noreferrer">Generative AI</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/clara/" target="_self" class="menu-item-link">Healthcare - Clara</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/hpc-sdk" target="_blank" class="menu-item-link" rel="noopener noreferrer">High-Performance Computing</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/autonomous-machines/intelligent-video-analytics-platform/" target="_self" class="menu-item-link">Intelligent Video Analytics - Metropolis</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/cuopt/" target="_self" class="menu-item-link">Logistics and Route Optimization - cuOpt</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/nvidia-omniverse-platform" target="_blank" class="menu-item-link" rel="noopener noreferrer">Metaverse Applications - Omniverse</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/nvidia-merlin" target="_blank" class="menu-item-link" rel="noopener noreferrer">Recommender Systems - Merlin</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/isaac" target="_blank" class="menu-item-link" rel="noopener noreferrer">Robotics - Isaac</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/riva/" target="_self" class="menu-item-link">Speech AI - Riva</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/aerial-sdk" target="_blank" class="menu-item-link" rel="noopener noreferrer">Telecommunications - Aerial</a> </a> </li> </ul> </li> <li class="menu-level-3 menu-col-1-5" role="menuitem"> <div class="menu3-title">Top SDKs and Libraries</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/cuda-zone" target="_blank" class="menu-item-link" rel="noopener noreferrer">Parallel Programming - CUDA Toolkit</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/embedded/jetpack" target="_blank" class="menu-item-link" rel="noopener noreferrer">Edge AI applications - Jetpack</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/networking/doca" target="_blank" class="menu-item-link" rel="noopener noreferrer">BlueField data processing - DOCA</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/gpu-accelerated-libraries" target="_blank" class="menu-item-link" rel="noopener noreferrer">Accelerated Libraries - CUDA-X Libraries</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/tensorrt" target="_blank" class="menu-item-link" rel="noopener noreferrer">Deep Learning Inference - TensorRT</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/cudnn" target="_blank" class="menu-item-link" rel="noopener noreferrer">Deep Learning Training - cuDNN</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/deep-learning-frameworks" target="_blank" class="menu-item-link" rel="noopener noreferrer">Deep Learning Frameworks</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/nvidia-nemo" target="_blank" class="menu-item-link" rel="noopener noreferrer">Conversational AI - NeMo</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/generative-ai/nemo-framework/" target="_self" class="menu-item-link">Generative AI - NeMo</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/deepstream-sdk" target="_blank" class="menu-item-link" rel="noopener noreferrer">Intelligent Video Analytics - DeepStream</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/unrealengine" target="_blank" class="menu-item-link" rel="noopener noreferrer">NVIDIA Unreal Engine 4</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/rtx" target="_blank" class="menu-item-link" rel="noopener noreferrer">Ray Tracing - RTX</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/nvidia-video-codec-sdk" target="_blank" class="menu-item-link" rel="noopener noreferrer">Video Decode/Encode</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/drive/driveworks" target="_blank" class="menu-item-link" rel="noopener noreferrer">Automotive - DriveWorks SDK</a> </a> </li> </ul> </li> </ul> </div> </div> <div class="nv-menu3-container nv-level3-tab4 three-lvl-tab"> <div class="nav-row-container"> <ul class="menu-level-3 menu-accordion open" role="menu"> </ul> </div> </div> <div class="nv-menu3-container nv-level3-tab5 three-lvl-tab"> <div class="nav-row-container"> <ul class="menu-level-3 menu-accordion open" role="menu"> <li class="menu-level-3 menu-col-2" role="menuitem"> <div class="menu3-title">GeForce</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/graphics-cards/30-series/" target="_self" class="menu-item-link">GeForce Graphics Cards</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/gaming-laptops/" target="_self" class="menu-item-link">Gaming Laptops</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/products/g-sync-monitors/" target="_self" class="menu-item-link">G-SYNC Monitors</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/20-series/rtx/" target="_self" class="menu-item-link">RTX Games</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/geforce-experience/" target="_self" class="menu-item-link">GeForce Experience</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-us/geforce/drivers/" target="_self" class="menu-item-link">GeForce Drivers</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-us/geforce/forums/" target="_self" class="menu-item-link">Forums</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/GeForce%20Support/" target="_self" class="menu-item-link">Support</a> </li> </ul> </li> <li class="menu-level-3 1-col" role="menuitem"> <div class="menu3-title"></div> </li> <li class="menu-level-3 1-col" role="menuitem"> <div class="menu3-title"></div> </li> </ul> </div> </div> <div class="nv-menu3-container nv-level3-tab6 three-lvl-tab"> <div class="nav-row-container"> <ul class="menu-level-3 menu-accordion open" role="menu"> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Solutions</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/on-premises/" target="_self" class="menu-item-link">Data Center (On-Premises)</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/edge-computing/" target="_self" class="menu-item-link">Edge Computing</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/gpu-cloud-computing/" target="_self" class="menu-item-link">Cloud Computing</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/networking/" target="_self" class="menu-item-link">Networking</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/virtualization/" target="_self" class="menu-item-link">Virtualization</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-us/data-center/accelerated-computing-for-enterprise-it/" target="_self" class="menu-item-link">Enterprise IT Solutions</a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Software</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/products/ai-enterprise-suite/" target="_self" class="menu-item-link">AI Enterprise Suite</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/egx-stack" target="_blank" class="menu-item-link" rel="noopener noreferrer">Cloud Native Support</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/cluster-management" target="_blank" class="menu-item-link" rel="noopener noreferrer">Cluster Management</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/products/fleet-command/" target="_self" class="menu-item-link">Edge Deployment Management</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/triton-inference-server/" target="_self" class="menu-item-link">AI Inference - Triton</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/magnum-io/" target="_self" class="menu-item-link">IO Acceleration</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/networking/products/software/" target="_self" class="menu-item-link">Networking</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/virtual-solutions/" target="_self" class="menu-item-link">Virtual GPU</a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Apps and Tools</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/software/" target="_self" class="menu-item-link">Data Center</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/dcgm" target="_blank" class="menu-item-link" rel="noopener noreferrer">GPU Monitoring</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/software/rtx-experience/" target="_self" class="menu-item-link">NVIDIA RTX Experience</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/software/rtx-desktop-manager/" target="_self" class="menu-item-link">NVIDIA RTX Desktop Manager</a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Resources</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/resources/" target="_self" class="menu-item-link">Data Center & IT Resources</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://academy.nvidia.com/en/" target="_blank" class="menu-item-link" rel="noopener noreferrer">Technical Training and Certification</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-us/support/enterprise/" target="_self" class="menu-item-link">Enterprise Support</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/Download/index.aspx?lang=en-us" target="_self" class="menu-item-link">Drivers</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-us/security/" target="_self" class="menu-item-link">Security</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://docs.nvidia.com/" target="_blank" class="menu-item-link" rel="noopener noreferrer">Product Documentation</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://forums.developer.nvidia.com/" target="_blank" class="menu-item-link" rel="noopener noreferrer">Forums</a> </a> </li> </ul> </li> </ul> </div> </div> <div class="nv-menu3-container nv-level3-tab7 three-lvl-tab"> <div class="nav-row-container"> <ul class="menu-level-3 menu-accordion open" role="menu"> <li class="menu-level-3 menu-col-4" role="menuitem"> <div class="menu3-title"></div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-us/research/" target="_self" class="menu-item-link">NVIDIA Research Home</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-us/research/research-areas/" target="_self" class="menu-item-link">Research Areas</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-us/research/ai-playground/" target="_self" class="menu-item-link">AI Playground</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.youtube.com/user/NVIDIADeveloper" target="_self" class="menu-item-link">Video Highlights</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/research/covid-19" target="_blank" class="menu-item-link" rel="noopener noreferrer">COVID-19</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://catalog.ngc.nvidia.com/" target="_blank" class="menu-item-link" rel="noopener noreferrer">NGC Catalog</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/training/" target="_self" class="menu-item-link">Technical Training</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/startups/" target="_self" class="menu-item-link">Startups</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-us/research/news/" target="_self" class="menu-item-link">News</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/blog/" target="_blank" class="menu-item-link" rel="noopener noreferrer">Developer Blog</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/open-source/" target="_blank" class="menu-item-link" rel="noopener noreferrer">Open Source Portal</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/healthcare-life-sciences/cambridge-1/" target="_self" class="menu-item-link">Cambridge-1 Supercomputer</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/nvidia-kaolin" target="_blank" class="menu-item-link" rel="noopener noreferrer">3D Deep Learning Research</a> </a> </li> </ul> </li> </ul> </div> </div> <div class="nv-menu3-container nv-level3-tab8 three-lvl-tab"> <div class="nav-row-container"> <ul class="menu-level-3 menu-accordion open" role="menu"> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Products</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/dgx-systems/" target="_self" class="menu-item-link">AI Training - DGX</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/products/egx/" target="_self" class="menu-item-link">Edge Computing - EGX</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/autonomous-machines/embedded-systems/jetson-xavier-nx/" target="_self" class="menu-item-link">Embedded Computing - Jetson</a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Software</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/isaac-ros" target="_blank" class="menu-item-link" rel="noopener noreferrer">Robotics - Isaac ROS</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/isaac-sim" target="_blank" class="menu-item-link" rel="noopener noreferrer">Simulation - Isaac Sim</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/transfer-learning-toolkit" target="_blank" class="menu-item-link" rel="noopener noreferrer">TAO Toolkit</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/deepstream-sdk" target="_blank" class="menu-item-link" rel="noopener noreferrer">Vision AI - Deepstream SDK</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/products/fleet-command/" target="_self" class="menu-item-link">Edge Deployment Management</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/nvidia-omniverse-platform/replicator" target="_blank" class="menu-item-link" rel="noopener noreferrer">Synthetic Data Generation - Replicator</a> </a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Use Cases</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-us/industries/healthcare/" target="_self" class="menu-item-link">Healthcare and Life Sciences</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/industries/manufacturing/" target="_self" class="menu-item-link">Manufacturing</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/global-public-sector/" target="_self" class="menu-item-link">Global Public Sector</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/retail/" target="_self" class="menu-item-link">Retail</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/industries/robotics/" target="_self" class="menu-item-link">Robotics</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/" target="_self" class="menu-item-link"><i>More ></i></a> </li> </ul> </li> <li class="menu-level-3 menu-col-1" role="menuitem"> <div class="menu3-title">Resources</div> <ul class="menu-level-4" role="menu"> <li class="menu-level-4" role="menuitem"> <a href="https://blogs.nvidia.com/blog/category/robotics/" target="_blank" class="menu-item-link" rel="noopener noreferrer">NVIDIA Blog</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-us/research/" target="_self" class="menu-item-link">Robotics Research</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://developer.nvidia.com/blog?r=1&tags=&categories=robotics" target="_blank" class="menu-item-link" rel="noopener noreferrer">Developer Blog</a> </a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/training/" target="_self" class="menu-item-link">Technical Training</a> </li> <li class="menu-level-4" role="menuitem"> <a href="https://www.nvidia.com/en-sg/startups/" target="_self" class="menu-item-link">Startups</a> </li> </ul> </li> </ul> </div> </div> <div class="nv-menu3-container nv-level3-tab9 three-lvl-tab"> <div class="nav-row-container"> <ul class="menu-level-3 menu-accordion open" role="menu"> </ul> </div> </div> </div> </div> </li> <li class=" menu-slider" role="presentation"></li> </ul> <ul class="nv-menu-list right" aria-label="menu" role="menu"> <li class="nv-menu-item" role="none"><a href="https://store.nvidia.com/en-sg/" class="menu-button-link menu-level-1" role="menuitem" target="_blank">Shop</a> </li> <li class="nv-menu-item" role="none"><a href="https://www.nvidia.com/Download/index.aspx?lang=en-us" class="menu-button-link menu-level-1" role="menuitem" target="_self">Drivers</a> </li> <li class="nv-menu-item" role="none"><a href="https://www.nvidia.com/en-us/support/" class="menu-button-link menu-level-1" role="menuitem" target="_self">Support</a> </li> </ul> </div> <!-- Mega menu code ends --> <div class="nav-tools-container"> <ul class="nav-header-list" role="list" aria-label="Menu Tools"> <div class="searchoverlay"></div> <li class="nav-header-item search-item" role="none"> <div class="search-abort-container hide" id="cancel-nv-search-box"> <a href="#" class="search-abort" role="search"> <svg class="n24-icon mega-nav-close-menu-icon" aria-labelledby="search"> <use xlink:href="#n24-close" /> </svg> </a> </div> </li> <li class="nav-header-item search-item" role="none" id="nv-search-box"> <a class="menu-level-1" href="#" aria-haspopup="true" aria-label="Search NVIDIA"> <svg class="n24-icon nav-search-icon" aria-labelledby="search"> <use xlink:href="#n24-search" /> </svg> </a> <div class="search-main-section"> <div class="search-section"> <div class="search_white"> <div class="search-outter-container hide-wid-0"> <div class="search-inner-container"> <!-- Updated code for forming cx value to search input hidden parameter --> <form role="search" id="searchform" action="https://www.nvidia.com/en-sg/search/" class="search-form " tabindex="0"> <input aria-label="Search" data-search-box-input="" class="search-box-input placeholder" type="text" id="search-terms" name="q" value="" placeholder="Search NVIDIA" autocomplete="off" /> <input type="hidden" name="searchPath" id="search-path"> </form> <div class="search-icon-container"> <!-- <span class="search-icon"> </span> --> <svg class="nav-search-form-icon" xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" tabindex="0"> <path fill="none" d="M0 0h24v24H0V0z" /> <path d="M15.5 14h-.79l-.28-.27C15.41 12.59 16 11.11 16 9.5 16 5.91 13.09 3 9.5 3S3 5.91 3 9.5 5.91 16 9.5 16c1.61 0 3.09-.59 4.23-1.57l.27.28v.79l5 4.99L20.49 19l-4.99-5zm-6 0C7.01 14 5 11.99 5 9.5S7.01 5 9.5 5 14 7.01 14 9.5 11.99 14 9.5 14z" /> </svg> </div> </div> </div> </div> </div> </div> </li> <li class="nav-header-item profile-item"> <a id="nv-login" aria-label="User Account" aria-expanded="false" class="nav-profile-link menu-level-1" href="https://www.nvidia.com/en-sg/account/" role="none"> <svg aria-label="User Account" class="n24-icon nvprofileicon n24-account"> <use xlink:href="#n24-user-circle" /> </svg> </a> </li> <li class="nav-header-item hide"><a id="nod-login" style="display: none" href="#"> <span>Log In</span> </a> <a id="nod-logout" style="display: none" href="#"> <span>Log Out</span> </a></li> </ul> </div> </div> </div> <!-- Mobile navigation starts --> <div class="mobile-nav"> <div class="nav-header"> <a class="skip-main" href="#page-content"><span>Skip to main content</span></a> <div class="nav-header-container"> <div class="nav-tools-container"> <ul class="nav-header-list" role="list"> <li class="nav-header-item mobile-menu-button-item"> <button id="menu-toggle" class="menu-button mobile-menu-button toplevel" tabindex="0" aria-controls="mobile-menu-navigation" aria-expanded="false" aria-label="Main Menu"> <span id="mega-nav-open-menu-icon"> <svg class="n24-icon mega-nav-open-menu-icon"> <use xlink:href="#n24-menu" /> </svg> </span> <span id="mega-nav-close-menu-icon" class="hide"> <svg class="n24-icon mega-nav-close-menu-icon"> <use xlink:href="#n24-close" /> </svg> </span> </button> </li> <div class="searchoverlay"></div> <li class="nav-header-item search-item" > <div class="search-abort-container hide" id="cancel-nv-search-box-mobile"> <a href="#" class="search-abort"> <svg class="n24-icon m"jcr_root/apps/nvidiaGDC/components/includes/navigation/mobilenavigation.jsp"ega-nav-close-menu-icon" aria-labelledby="search"> <use xlink:href="#n24-close" /> </svg> </a> </div> </li> <li class="nav-header-item search-item" id="nv-search-box-mobile"> <a class="toplevel" href="#" aria-haspopup="true" aria-label="Search NVIDIA"> <svg class="n24-icon nav-search-icon"> <use xlink:href="#n24-search" /> </svg> </a> <div class="search-main-section"> <div class="search-section"> <div class="search_white"> <div class="search-outter-container hide-wid-0"> <div class="search-inner-container"> <!-- Updated code for forming cx value to search input hidden parameter --> <form role="search" id="searchformmob" action="https://www.nvidia.com/en-sg/search/" class="search-form "> <input aria-label="Search" data-search-box-input="" class="search-box-input-mob placeholder" type="text" id="search-terms-mob" name="q" value="" placeholder="Search NVIDIA" autocomplete="off"/> <input type="hidden" name="searchPath" id="search-path-mob"> </form> <div class="search-icon-container"> <!-- <span class="search-icon"> </span> --> <svg class="nav-search-form-icon-mob" xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24"> <path fill="none" d="M0 0h24v24H0V0z" /> <path d="M15.5 14h-.79l-.28-.27C15.41 12.59 16 11.11 16 9.5 16 5.91 13.09 3 9.5 3S3 5.91 3 9.5 5.91 16 9.5 16c1.61 0 3.09-.59 4.23-1.57l.27.28v.79l5 4.99L20.49 19l-4.99-5zm-6 0C7.01 14 5 11.99 5 9.5S7.01 5 9.5 5 14 7.01 14 9.5 11.99 14 9.5 14z" /> </svg> </div> </div> </div> </div> </div> </div> </li> <li class="nav-header-item brand-container"> <a class="brand-link pull-left nvidia-logo toplevel" href="https://www.nvidia.com/en-sg/" title='Artificial Intelligence Computing Leadership from NVIDIA' alt='Artificial Intelligence Computing Leadership from NVIDIA' aria-labelledby="nvidia_logo_desktop"> <svg class="n24-nvidia-logo" aria-labelledby="nvidia_logo"> <use xlink:href="#n24-nvidia-logo" /> </svg> </a> </li> <li class="nav-header-item hide" id="nv-cart-item" role="status"> <span class="nav-badge cart-counter">0</span> <a aria-expanded="false" aria-haspopup="true" aria-label="Shopping Cart" class="nav-cart-link toplevel" href="/" role="status"> <svg class="n24-icon nvcarticon n24-cart" style="" aria-labelledby="shopping_cart"> <use xlink:href="#n24-cart" /> </svg> </a> </li> <li class="nav-header-item profile-item"> <a id="nv-login-mob" class="nav-profile-link toplevel" href="https://www.nvidia.com/en-sg/account/"> <svg aria-label="User Account" class="n24-icon nvprofileicon n24-account"> <use xlink:href="#n24-user-circle" /> </svg> </a> </li> <li class="nav-header-item hide"> <a id="nod-login" style="display: none" href="#"><span>Login</span></a> <a id="nod-logout" style="display: none" href="#"><span>LogOut</span></a> </li> </ul> </div> </div> </div> <div id="mega-nav" class="mega-nav" role="navigation"> <div class="mega-menu hide"> <!-- SVG SYMBOL DEFINITIONS --> <svg xmlns="http://www.w3.org/2000/svg" class="hide" style="display: none;"> <symbol id="n24-nvidia-logo" viewBox="0 0 108.472 20"> <title id="nvidia_logo">NVIDIA</title> <desc>NVIDIA logo</desc> <path id="nvidia-logo-reg" d="M1072.628,253.918v-.3h.192c.105,0,.248.008.248.136s-.073.163-.2.163h-.243m0,.211h.129l.3.524h.327l-.33-.545a.3.3,0,0,0,.311-.323c0-.285-.2-.377-.53-.377h-.482v1.245h.276v-.524m1.4-.1a1.2,1.2,0,1,0-1.2,1.157,1.14,1.14,0,0,0,1.2-1.157m-.347,0a.854.854,0,0,1-.855.891v0a.889.889,0,1,1,.855-.887Z" transform="translate(-965.557 -237.878)" /> <path id="nvidia-logo-NVIDIA" d="M463.9,151.934v13.127h3.707V151.934Zm-29.164-.018v13.145h3.74v-10.2l2.918.01a2.674,2.674,0,0,1,2.086.724c.586.625.826,1.632.826,3.476v5.995h3.624V157.8c0-5.183-3.3-5.882-6.536-5.882Zm35.134.018v13.127h6.013c3.2,0,4.249-.533,5.38-1.727a7.352,7.352,0,0,0,1.316-4.692,7.789,7.789,0,0,0-1.2-4.516c-1.373-1.833-3.352-2.191-6.306-2.191Zm3.677,2.858h1.594c2.312,0,3.808,1.039,3.808,3.733s-1.5,3.734-3.808,3.734h-1.594Zm-14.992-2.858-3.094,10.4-2.965-10.4h-4l4.234,13.127h5.343l4.267-13.127Zm25.749,13.127h3.708V151.935h-3.709ZM494.7,151.939l-5.177,13.117h3.656l.819-2.318h6.126l.775,2.318h3.969l-5.216-13.118Zm2.407,2.393,2.246,6.145h-4.562Z" transform="translate(-399.551 -148.155)" /> <path id="nvidia-logo-eye-mark" data-name="Eye Mark" d="M129.832,124.085v-1.807c.175-.013.353-.022.533-.028,4.941-.155,8.183,4.246,8.183,4.246s-3.5,4.863-7.255,4.863a4.553,4.553,0,0,1-1.461-.234v-5.478c1.924.232,2.31,1.082,3.467,3.01l2.572-2.169a6.81,6.81,0,0,0-5.042-2.462,9.328,9.328,0,0,0-1,.059m0-5.968v2.7c.177-.014.355-.025.533-.032,6.871-.232,11.348,5.635,11.348,5.635s-5.142,6.253-10.5,6.253a7.906,7.906,0,0,1-1.383-.122v1.668a9.1,9.1,0,0,0,1.151.075c4.985,0,8.59-2.546,12.081-5.559.578.463,2.948,1.591,3.435,2.085-3.319,2.778-11.055,5.018-15.44,5.018-.423,0-.829-.026-1.228-.064v2.344h18.947v-20Zm0,13.009v1.424c-4.611-.822-5.89-5.615-5.89-5.615a9.967,9.967,0,0,1,5.89-2.85v1.563h-.007a4.424,4.424,0,0,0-3.437,1.571s.845,3.035,3.444,3.908m-8.189-4.4a11.419,11.419,0,0,1,8.189-4.449v-1.463c-6.043.485-11.277,5.6-11.277,5.6s2.964,8.569,11.277,9.354v-1.555C123.731,133.451,121.643,126.728,121.643,126.728Z" transform="translate(-118.555 -118.117)" fill="#74b71b" /> </symbol> </svg> <ul class="menu-level-1 row-1" aria-label="menu" id="mobile-menu-navigation" role="menubar"> <li class="menu-button caret-right caret-left close"> <span class="menu-button main-menu-buttons-desktop"> <button class="menu-button caret-right hide"> <svg class="n24-icon menu-button caret-right" aria-labelledby="main_menu" aria-controls="main-menu-navigation"> <use xlink:href="#n24-caret-right-small" /> </svg> <span id="mega-menu-expand-label" class="hide" id="Main Menu">Main Menu</span> </button> <button class="menu-button caret-left hide"> <svg class="n24-icon menu-button caret-left"> <use xlink:href="#n24-caret-left-small" /> </svg> </button> <button class="menu-button close hide"> <svg class="n24-icon menu-button close"> <use xlink:href="#n24-close-small" /> </svg> </button> </span> </li> <li id="nav-lvl1-tab1" class="menu-level-1 row-1 mm-1" role="none" aria-haspop="true" aria-expanded="false"> <a role="menuitem" href="#nav-lvl1-tab1">Products<svg class="n24-icon menu-button caret-down"> <use xlink:href="#n24-caret-down" /></svg> </a> </li> <li> <ul class="menu-level-2 row-2 menu-accordion grid-container closed hide" role="menu"> <li id="nav-lvl1-tab1-lvl2-tab1" class="menu-level-2 row-2 grid-item" role="none" aria-expanded="false" aria-haspopup="true"> <a href="#nav-lvl1-tab1-lvl2-tab1">Hardware<svg class="n24-icon menu-button caret-down"><use xlink:href="#n24-caret-down" /></svg></a> </li> <li> <ul class="menu-level-3 row-3 menu-accordion grid-container closed hide" role="menu"> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Gaming and Entertainment</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/graphics-cards/" target="_self" class="mm-link">GeForce Graphics Cards</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/laptops/" target="_self" class="mm-link">Laptops</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/products/g-sync-monitors/" target="_self" class="mm-link">G-SYNC Monitors</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/studio/laptops-desktops/" target="_self" class="mm-link">Studio</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-on-rtx/" target="_self" class="mm-link">RTX AI PCs</a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Laptops and Workstations</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/laptops/" target="_self" class="mm-link">Laptops</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/desktop-graphics/" target="_self" class="mm-link">NVIDIA RTX in Desktop Workstations</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/rtx-professional-laptops/" target="_self" class="mm-link">NVIDIA RTX in Professional Laptops</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/workstations/" target="_self" class="mm-link">NVIDIA RTX-Powered AI Workstations</a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Cloud and Data Center</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/" target="_self" class="mm-link">Overview</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/grace-cpu/" target="_self" class="mm-link">Grace CPU</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/dgx-platform/" target="_self" class="mm-link">DGX Platform</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/products/egx/" target="_self" class="mm-link">EGX Platform</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/edge-computing/products/igx/" target="_self" class="mm-link">IGX Platform</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/hgx/" target="_self" class="mm-link">HGX Platform</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/products/mgx/" target="_self" class="mm-link">NVIDIA MGX</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/omniverse/platform/ovx/" target="_self" class="mm-link">NVIDIA OVX</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/self-driving-cars/infrastructure/" target="_self" class="mm-link">DRIVE Sim</a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Networking</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/networking/" target="_self" class="mm-link">Overview</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/networking/products/data-processing-unit/" target="_self" class="mm-link">DPUs and SuperNICs</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/networking/products/ethernet/" target="_self" class="mm-link">Ethernet</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/networking/products/infiniband/" target="_self" class="mm-link">InfiniBand</a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">GPUs</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/graphics-cards/" target="_self" class="mm-link">GeForce</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/rtx/" target="_self" class="mm-link">NVIDIA RTX / Quadro</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/technologies/hopper-architecture/" target="_self" class="mm-link">Data Center</a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Embedded Systems</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/autonomous-machines/embedded-systems/" target="_self" class="mm-link">Jetson</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/self-driving-cars/hardware/" target="_self" class="mm-link">DRIVE AGX</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/clara/medical-devices/" target="_self" class="mm-link">Clara AGX</a> </li> </ul> </li> </ul> </li> <li id="nav-lvl1-tab1-lvl2-tab2" class="menu-level-2 row-2 grid-item" role="none" aria-expanded="false" aria-haspopup="true"> <a href="#nav-lvl1-tab1-lvl2-tab2">Software<svg class="n24-icon menu-button caret-down"><use xlink:href="#n24-caret-down" /></svg></a> </li> <li> <ul class="menu-level-3 row-3 menu-accordion grid-container closed hide" role="menu"> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Application Frameworks</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/triton-inference-server/" target="_self" class="mm-link">AI Inference - Triton</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/self-driving-cars/software/" target="_self" class="mm-link">Automotive - DRIVE</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/MAXINE" target="_blank" class="mm-link" rel="noopener noreferrer">Cloud-AI Video Streaming - Maxine</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/culitho" target="_blank" class="mm-link" rel="noopener noreferrer">Computational Lithography - cuLitho</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/morpheus/" target="_self" class="mm-link">Cybersecurity - Morpheus</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/software/rapids/" target="_self" class="mm-link">Data Analytics - RAPIDS</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/generative-ai/nemo-framework/" target="_self" class="mm-link">Generative AI - NeMo</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/clara/" target="_self" class="mm-link">Healthcare - Clara</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/hpc-sdk" target="_blank" class="mm-link" rel="noopener noreferrer">High-Performance Computing</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/autonomous-machines/intelligent-video-analytics-platform/" target="_self" class="mm-link">Intelligent Video Analytics - Metropolis</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/cuopt/" target="_self" class="mm-link">Logistics and Route Optimization - cuOpt</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/nvidia-omniverse-platform" target="_blank" class="mm-link" rel="noopener noreferrer">Metaverse Applications - Omniverse</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/nvidia-merlin" target="_blank" class="mm-link" rel="noopener noreferrer">Recommender Systems - Merlin</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/isaac-ros" target="_blank" class="mm-link" rel="noopener noreferrer">Robotics - Isaac</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/riva/" target="_self" class="mm-link">Speech AI - Riva</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/aerial-sdk" target="_blank" class="mm-link" rel="noopener noreferrer">Telecommunications - Aerial</a> </a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Apps and Tools</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://catalog.ngc.nvidia.com/" target="_blank" class="mm-link" rel="noopener noreferrer">NGC Catalog</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/gpu-cloud/" target="_self" class="mm-link">NVIDIA NGC</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/omniverse/" target="_self" class="mm-link">3D Workflows - Omniverse</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/software/" target="_self" class="mm-link">Data Center</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/dcgm" target="_blank" class="mm-link" rel="noopener noreferrer">GPU Monitoring</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/software/nvidia-app-enterprise/" target="_self" class="mm-link">NVIDIA App for Enterprise</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/software/rtx-desktop-manager/" target="_self" class="mm-link">NVIDIA RTX Desktop Manager</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/studio/software/" target="_self" class="mm-link">RTX Accelerated Creative Apps</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/software/broadcast-app/" target="_self" class="mm-link">Video Conferencing</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/data-science/workbench/" target="_self" class="mm-link">AI Workbench</a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Gaming and Creating</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce-now/" target="_self" class="mm-link">GeForce NOW Cloud Gaming</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/geforce-experience/" target="_self" class="mm-link">GeForce Experience</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/broadcasting/" target="_self" class="mm-link">NVIDIA Broadcast App</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/machinima/" target="_self" class="mm-link">Animation - Machinima</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/rtx-remix/" target="_self" class="mm-link">Modding - RTX Remix</a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Infrastructure</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/products/ai-enterprise/" target="_self" class="mm-link">AI Enterprise Suite</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/egx-stack" target="_blank" class="mm-link" rel="noopener noreferrer">Cloud Native Support</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/cluster-management" target="_blank" class="mm-link" rel="noopener noreferrer">Cluster Management</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/products/fleet-command/" target="_self" class="mm-link">Edge Deployment Management</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/magnum-io/" target="_self" class="mm-link">IO Acceleration</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/networking/products/software/" target="_self" class="mm-link">Networking</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/virtual-solutions/" target="_self" class="mm-link">Virtual GPU</a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Cloud Services</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/base-command/" target="_self" class="mm-link">Base Command</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/clara/bionemo/" target="_self" class="mm-link">BioNeMo</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/dgx-cloud/" target="_self" class="mm-link">DGX Cloud</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/gpu-cloud/nemo-llm-service/" target="_self" class="mm-link">NeMo</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/gpu-cloud/picasso/" target="_self" class="mm-link">Picasso</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://docs.nvidia.com/ngc/ngc-private-registry-user-guide/index.html" target="_blank" class="mm-link" rel="noopener noreferrer">Private Registry</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/omniverse/cloud/" target="_self" class="mm-link">Omniverse</a> </li> </ul> </li> </ul> </li> </ul> </li> <li id="nav-lvl1-tab2" class="menu-level-1 row-1 mm-1" role="none" aria-haspop="true" aria-expanded="false"> <a role="menuitem" href="#nav-lvl1-tab2">Solutions<svg class="n24-icon menu-button caret-down"> <use xlink:href="#n24-caret-down" /></svg> </a> </li> <li> <ul class="menu-level-3 row-2 grid-container menu-accordion closed hide" role="menu"> <li class="menu-level-3" role="none"> <div class="menu-level-3 title">Artificial Intelligence</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/ai/" target="_self" class="mm-link" role="menuitem">Overview</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/ai-data-science/" target="_self" class="mm-link" role="menuitem">AI Platform</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/inference-platform/" target="_self" class="mm-link" role="menuitem">AI Inference</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/ai-data-science/ai-workflows/" target="_self" class="mm-link" role="menuitem">AI Workflows</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/conversational-ai/" target="_self" class="mm-link" role="menuitem">Conversational AI</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/data-analytics/" target="_self" class="mm-link" role="menuitem">Data Analytics</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/ai-data-science/generative-ai/" target="_self" class="mm-link" role="menuitem">Generative AI</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/machine-learning/" target="_self" class="mm-link" role="menuitem">Machine Learning</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/prediction-forecasting/" target="_self" class="mm-link" role="menuitem">Prediction and Forecasting</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/ai-data-science/solutions/speech-ai/" target="_self" class="mm-link" role="menuitem">Speech AI</a> </li> </ul> </li> <li class="menu-level-3" role="none"> <div class="menu-level-3 title">Data Center and Cloud Computing</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/data-center/" target="_self" class="mm-link" role="menuitem">Overview</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/data-center/solutions/accelerated-computing/" target="_self" class="mm-link" role="menuitem">Accelerated Computing for Enterprise IT</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/data-center/gpu-cloud-computing/" target="_self" class="mm-link" role="menuitem">Cloud Computing</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/data-center/colocation-partners/" target="_self" class="mm-link" role="menuitem">Colocation</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/data-center/solutions/mlops/" target="_self" class="mm-link" role="menuitem">MLOps</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/networking/" target="_self" class="mm-link" role="menuitem">Networking</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/data-center/virtual-solutions/" target="_self" class="mm-link" role="menuitem">Virtualization</a> </li> </ul> </li> <li class="menu-level-3" role="none"> <div class="menu-level-3 title">Design and Simulation</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/solutions/design-and-simulation/" target="_self" class="mm-link" role="menuitem">Overview</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/omniverse/solutions/digital-twins/" target="_self" class="mm-link" role="menuitem">Digital Twin Development</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/design-visualization/" target="_self" class="mm-link" role="menuitem">Rendering and Visualization</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/solutions/robotics-and-edge-computing/" target="_self" class="mm-link" role="menuitem">Robotics Simulation</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/self-driving-cars/" target="_self" class="mm-link" role="menuitem">Vehicle Simulation</a> </li> </ul> </li> <li class="menu-level-3" role="none"> <div class="menu-level-3 title">Robotics and Edge Computing</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/autonomous-machines/" target="_self" class="mm-link" role="menuitem">Overview</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/data-center/products/fleet-command/" target="_self" class="mm-link" role="menuitem">Edge Deployment Management</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/edge-computing/" target="_self" class="mm-link" role="menuitem">Edge Solutions</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/industries/industrial-sector/" target="_self" class="mm-link" role="menuitem">Industrial</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/autonomous-machines/intelligent-video-analytics-platform/" target="_self" class="mm-link" role="menuitem">Intelligent Video Analytics</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/industries/robotics/" target="_self" class="mm-link" role="menuitem">Robotics</a> </li> </ul> </li> <li class="menu-level-3" role="none"> <div class="menu-level-3 title">High-Performance Computing</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/high-performance-computing/" target="_self" class="mm-link" role="menuitem">Overview</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/high-performance-computing/hpc-and-ai/" target="_self" class="mm-link" role="menuitem">HPC and AI</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/high-performance-computing/scientific-visualization/" target="_self" class="mm-link" role="menuitem">Scientific Visualization</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/high-performance-computing/simulation-and-modeling/" target="_self" class="mm-link" role="menuitem">Simulation and Modeling</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/solutions/quantum-computing/" target="_self" class="mm-link" role="menuitem">Quantum Computing</a> </li> </ul> </li> <li class="menu-level-3" role="none"> <div class="menu-level-3 title">Self-Driving Vehicles</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/self-driving-cars/" target="_self" class="mm-link" role="menuitem">Overview</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/self-driving-cars/in-vehicle-computing/" target="_self" class="mm-link" role="menuitem">In-Vehicle Computing</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/self-driving-cars/infrastructure/" target="_self" class="mm-link" role="menuitem">Infrastructure</a> </li> </ul> </li> </ul> </li> <li id="nav-lvl1-tab3" class="menu-level-1 row-1 mm-1" role="none" aria-haspop="true" aria-expanded="false"> <a role="menuitem" href="#nav-lvl1-tab3">Industries<svg class="n24-icon menu-button caret-down"> <use xlink:href="#n24-caret-down" /></svg> </a> </li> <li> <ul class="menu-level-3 row-2 grid-container menu-accordion closed hide" role="menu"> <li class="menu-level-3" role="none"> <div class="menu-level-3 title">Industries </div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/industries/" target="_self" class="mm-link" role="menuitem">Overview</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/industries/aec/" target="_self" class="mm-link" role="menuitem">Architecture, Engineering, Construction & Operations</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/industries/consumer-internet/" target="_self" class="mm-link" role="menuitem">Consumer Internet</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-us/industries/cybersecurity/" target="_self" class="mm-link" role="menuitem">Cybersecurity</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/industries/energy/" target="_self" class="mm-link" role="menuitem">Energy</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/industries/finance/" target="_self" class="mm-link" role="menuitem">Financial Services</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/industries/healthcare-life-sciences/" target="_self" class="mm-link" role="menuitem">Healthcare and Life Sciences</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/industries/higher-education-research/" target="_self" class="mm-link" role="menuitem">Higher Education</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/industries/game-development/" target="_self" class="mm-link" role="menuitem">Game Development</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/industries/industrial-sector/" target="_self" class="mm-link" role="menuitem">Industrial Sector</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/industries/manufacturing/" target="_self" class="mm-link" role="menuitem">Manufacturing</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/industries/media-and-entertainment/" target="_self" class="mm-link" role="menuitem">Media and Entertainment</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/industries/global-public-sector/" target="_self" class="mm-link" role="menuitem">Global Public Sector</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/industries/restaurants/" target="_self" class="mm-link" role="menuitem">Restaurants </a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/industries/retail/" target="_self" class="mm-link" role="menuitem">Retail and CPG</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/industries/robotics/" target="_self" class="mm-link" role="menuitem">Robotics</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/industries/smart-cities/" target="_self" class="mm-link" role="menuitem">Smart Cities</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/industries/supercomputing/" target="_self" class="mm-link" role="menuitem">Supercomputing</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/industries/telecommunications/" target="_self" class="mm-link" role="menuitem">Telecommunications</a> </li> <li class="menu-level-4 grid-item" role="none"> <a href="https://www.nvidia.com/en-sg/industries/transportation/" target="_self" class="mm-link" role="menuitem">Transportation</a> </li> </ul> </li> </ul> </li> <li id="nav-lvl1-tab4" class="menu-level-1 row-1 mm-1" role="none" aria-haspop="true" aria-expanded="false"> <a role="menuitem" href="#nav-lvl1-tab4">For You<svg class="n24-icon menu-button caret-down"> <use xlink:href="#n24-caret-down" /></svg> </a> </li> <li> <ul class="menu-level-2 row-2 menu-accordion grid-container closed hide" role="menu"> <li id="nav-lvl1-tab4-lvl2-tab1" class="menu-level-2 row-2 grid-item" role="none" aria-expanded="false" aria-haspopup="true"> <a href="#nav-lvl1-tab4-lvl2-tab1">Creatives/Designers<svg class="n24-icon menu-button caret-down"><use xlink:href="#n24-caret-down" /></svg></a> </li> <li> <ul class="menu-level-3 row-3 menu-accordion grid-container closed hide" role="menu"> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">NVIDIA Studio</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/studio/" target="_self" class="mm-link">Overview</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/studio/software/" target="_self" class="mm-link">Accelerated Apps</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/studio/laptops-desktops/" target="_self" class="mm-link">Products</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/studio/compare-gpus/" target="_self" class="mm-link">Compare</a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Industries</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/industries/media-entertainment/" target="_self" class="mm-link">Media and Entertainment</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/industries/manufacturing/" target="_self" class="mm-link">Manufacturing</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/industries/architecture-engineering-construction/" target="_self" class="mm-link">Architecture, Engineering, and Construction</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/" target="_self" class="mm-link"><i>All Industries ></i></a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Solutions</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/quadro-servers/rtx/" target="_self" class="mm-link">Data Center/Cloud</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/quadro/" target="_self" class="mm-link">Laptops/Desktops</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/solutions/quadro-vr/" target="_self" class="mm-link">Augmented and Virtual Reality</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/solutions/quadro-display-desktop-management/" target="_self" class="mm-link">Multi-Display</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/solutions/rendering/" target="_self" class="mm-link">Rendering</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/omniverse/" target="_self" class="mm-link">3D Collaboration</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/virtual-workstation/" target="_self" class="mm-link">Graphics Virtualization</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/solutions/engineering-simulation/" target="_self" class="mm-link">Engineering Simulation</a> </li> </ul> </li> </ul> </li> <li id="nav-lvl1-tab4-lvl2-tab2" class="menu-level-2 row-2 grid-item" role="none" aria-expanded="false" aria-haspopup="true"> <a href="#nav-lvl1-tab4-lvl2-tab2">Data Scientists<svg class="n24-icon menu-button caret-down"><use xlink:href="#n24-caret-down" /></svg></a> </li> <li> <ul class="menu-level-3 row-3 menu-accordion grid-container closed hide" role="menu"> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Industries</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/finance/" target="_self" class="mm-link">Financial Services</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/consumer-internet/" target="_self" class="mm-link">Consumer Internet</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/healthcare-life-sciences/" target="_self" class="mm-link">Healthcare</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/industries/higher-education-research/" target="_self" class="mm-link">Higher Education</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/retail/" target="_self" class="mm-link">Retail</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-us/industries/public-sector/" target="_self" class="mm-link">Public Sector</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/" target="_self" class="mm-link"><i>All Industries ></i></a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Solutions</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/inference-platform/" target="_self" class="mm-link">AI Inference</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/ai-workflows/" target="_self" class="mm-link">AI Workflows</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/conversational-ai/" target="_self" class="mm-link">Conversational AI</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/data-analytics/" target="_self" class="mm-link">Data Analytics</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/training/" target="_self" class="mm-link">Deep Learning Training</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/generative-ai/" target="_self" class="mm-link">Generative AI</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/machine-learning/" target="_self" class="mm-link">Machine Learning</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/prediction-forecasting/" target="_self" class="mm-link">Prediction and Forecasting</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/solutions/speech-ai/" target="_self" class="mm-link">Speech AI</a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Software</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/products/ai-enterprise-suite/" target="_self" class="mm-link">AI Enterprise Suite</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/triton-inference-server/" target="_self" class="mm-link">AI Inference - Triton</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/ai-workflows/" target="_self" class="mm-link">AI Workflows</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/nvidia-omniverse-platform/ace/tokkio-showcase" target="_blank" class="mm-link" rel="noopener noreferrer">Avatar - Tokkio</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/morpheus/" target="_self" class="mm-link">Cybersecurity - Morpheus</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/software/rapids/" target="_self" class="mm-link">Data Analytics - RAPIDS</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/data-science/apache-spark-3/" target="_self" class="mm-link">Apache Spark</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/data-science/workbench/" target="_self" class="mm-link">AI Workbench</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/generative-ai/nemo-framework/" target="_self" class="mm-link">Large Language Models - NeMo Framework</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/cuopt/" target="_self" class="mm-link">Logistics and Route Optimization - cuOpt</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/nvidia-merlin" target="_blank" class="mm-link" rel="noopener noreferrer">Recommender Systems - Merlin</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/riva/" target="_self" class="mm-link">Speech AI - Riva</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/gpu-cloud/" target="_self" class="mm-link">NGC Overview</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://catalog.ngc.nvidia.com/" target="_blank" class="mm-link" rel="noopener noreferrer">NGC Software Catalog</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/open-source/" target="_blank" class="mm-link" rel="noopener noreferrer">Open Source Software</a> </a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Products</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-us/deep-learning-ai/products/titan-rtx/" target="_self" class="mm-link">PC</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/data-science/workstations/" target="_self" class="mm-link">Laptops & Workstations</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/" target="_self" class="mm-link">Data Center</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/gpu-cloud-computing/" target="_self" class="mm-link">Cloud</a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Resources</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/professional-services/" target="_self" class="mm-link">Professional Services</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/training/" target="_self" class="mm-link">Technical Training</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/startups/" target="_self" class="mm-link">Startups</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/ai-accelerated/" target="_self" class="mm-link">AI Accelerator Program</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://resources.nvidia.com/l/en-us-data-science" target="_blank" class="mm-link" rel="noopener noreferrer">Content Library</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-us/research/" target="_self" class="mm-link">NVIDIA Research</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/blog/category/data-science/" target="_self" class="mm-link">Developer Blog</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/kaggle-grandmasters/" target="_self" class="mm-link">Kaggle Grandmasters</a> </li> </ul> </li> </ul> </li> <li id="nav-lvl1-tab4-lvl2-tab3" class="menu-level-2 row-2 grid-item" role="none" aria-expanded="false" aria-haspopup="true"> <a href="#nav-lvl1-tab4-lvl2-tab3">Developers<svg class="n24-icon menu-button caret-down"><use xlink:href="#n24-caret-down" /></svg></a> </li> <li> <ul class="menu-level-3 row-3 menu-accordion grid-container closed hide" role="menu"> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Developer Resources</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/join" target="_blank" class="mm-link" rel="noopener noreferrer">Join the Developer Program</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://catalog.ngc.nvidia.com/" target="_blank" class="mm-link" rel="noopener noreferrer">NGC Catalog</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/gpu-cloud/" target="_self" class="mm-link">NVIDIA NGC</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/training/" target="_self" class="mm-link">Technical Training</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://news.developer.nvidia.com/" target="_blank" class="mm-link" rel="noopener noreferrer">News</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/blog" target="_blank" class="mm-link" rel="noopener noreferrer">Blog</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://forums.developer.nvidia.com/" target="_blank" class="mm-link" rel="noopener noreferrer">Forums</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/open-source/" target="_blank" class="mm-link" rel="noopener noreferrer">Open Source Portal</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/gtc/" target="_self" class="mm-link">NVIDIA GTC</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/startups/" target="_self" class="mm-link">Startups</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/" target="_self" class="mm-link"><i>Developer Home ></i></a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Application Frameworks</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/triton-inference-server/" target="_self" class="mm-link">AI Inference - Triton</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/drive" target="_blank" class="mm-link" rel="noopener noreferrer">Automotive - DRIVE</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/MAXINE" target="_blank" class="mm-link" rel="noopener noreferrer">Cloud-AI Video Streaming - Maxine</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/culitho" target="_blank" class="mm-link" rel="noopener noreferrer">Computational Lithography - cuLitho</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/morpheus/" target="_self" class="mm-link">Cybersecurity - Morpheus</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/software/rapids/" target="_self" class="mm-link">Data Analytics - RAPIDS</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/generative-ai" target="_blank" class="mm-link" rel="noopener noreferrer">Generative AI</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/clara/" target="_self" class="mm-link">Healthcare - Clara</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/hpc-sdk" target="_blank" class="mm-link" rel="noopener noreferrer">High-Performance Computing</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/autonomous-machines/intelligent-video-analytics-platform/" target="_self" class="mm-link">Intelligent Video Analytics - Metropolis</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/cuopt/" target="_self" class="mm-link">Logistics and Route Optimization - cuOpt</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/nvidia-omniverse-platform" target="_blank" class="mm-link" rel="noopener noreferrer">Metaverse Applications - Omniverse</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/nvidia-merlin" target="_blank" class="mm-link" rel="noopener noreferrer">Recommender Systems - Merlin</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/isaac" target="_blank" class="mm-link" rel="noopener noreferrer">Robotics - Isaac</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/riva/" target="_self" class="mm-link">Speech AI - Riva</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/aerial-sdk" target="_blank" class="mm-link" rel="noopener noreferrer">Telecommunications - Aerial</a> </a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Top SDKs and Libraries</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/cuda-zone" target="_blank" class="mm-link" rel="noopener noreferrer">Parallel Programming - CUDA Toolkit</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/embedded/jetpack" target="_blank" class="mm-link" rel="noopener noreferrer">Edge AI applications - Jetpack</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/networking/doca" target="_blank" class="mm-link" rel="noopener noreferrer">BlueField data processing - DOCA</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/gpu-accelerated-libraries" target="_blank" class="mm-link" rel="noopener noreferrer">Accelerated Libraries - CUDA-X Libraries</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/tensorrt" target="_blank" class="mm-link" rel="noopener noreferrer">Deep Learning Inference - TensorRT</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/cudnn" target="_blank" class="mm-link" rel="noopener noreferrer">Deep Learning Training - cuDNN</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/deep-learning-frameworks" target="_blank" class="mm-link" rel="noopener noreferrer">Deep Learning Frameworks</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/nvidia-nemo" target="_blank" class="mm-link" rel="noopener noreferrer">Conversational AI - NeMo</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/generative-ai/nemo-framework/" target="_self" class="mm-link">Generative AI - NeMo</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/deepstream-sdk" target="_blank" class="mm-link" rel="noopener noreferrer">Intelligent Video Analytics - DeepStream</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/unrealengine" target="_blank" class="mm-link" rel="noopener noreferrer">NVIDIA Unreal Engine 4</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/rtx" target="_blank" class="mm-link" rel="noopener noreferrer">Ray Tracing - RTX</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/nvidia-video-codec-sdk" target="_blank" class="mm-link" rel="noopener noreferrer">Video Decode/Encode</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/drive/driveworks" target="_blank" class="mm-link" rel="noopener noreferrer">Automotive - DriveWorks SDK</a> </a> </li> </ul> </li> </ul> </li> <li id="nav-lvl1-tab4-lvl2-tab4" class="menu-level-2 row-2 grid-item" role="none" aria-expanded="false" > <a href="https://www.nvidia.com/en-sg/executive-insights/" role="menuitem">Executives</a> </li> <li id="nav-lvl1-tab4-lvl2-tab5" class="menu-level-2 row-2 grid-item" role="none" aria-expanded="false" aria-haspopup="true"> <a href="#nav-lvl1-tab4-lvl2-tab5">Gamers<svg class="n24-icon menu-button caret-down"><use xlink:href="#n24-caret-down" /></svg></a> </li> <li> <ul class="menu-level-3 row-3 menu-accordion grid-container closed hide" role="menu"> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">GeForce</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/graphics-cards/30-series/" target="_self" class="mm-link">GeForce Graphics Cards</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/gaming-laptops/" target="_self" class="mm-link">Gaming Laptops</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/products/g-sync-monitors/" target="_self" class="mm-link">G-SYNC Monitors</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/20-series/rtx/" target="_self" class="mm-link">RTX Games</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/geforce-experience/" target="_self" class="mm-link">GeForce Experience</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-us/geforce/drivers/" target="_self" class="mm-link">GeForce Drivers</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-us/geforce/forums/" target="_self" class="mm-link">Forums</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/geforce/GeForce%20Support/" target="_self" class="mm-link">Support</a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title"></div> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title"></div> </li> </ul> </li> <li id="nav-lvl1-tab4-lvl2-tab6" class="menu-level-2 row-2 grid-item" role="none" aria-expanded="false" aria-haspopup="true"> <a href="#nav-lvl1-tab4-lvl2-tab6">IT Professionals<svg class="n24-icon menu-button caret-down"><use xlink:href="#n24-caret-down" /></svg></a> </li> <li> <ul class="menu-level-3 row-3 menu-accordion grid-container closed hide" role="menu"> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Solutions</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/solutions/on-premises/" target="_self" class="mm-link">Data Center (On-Premises)</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/edge-computing/" target="_self" class="mm-link">Edge Computing</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/gpu-cloud-computing/" target="_self" class="mm-link">Cloud Computing</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/networking/" target="_self" class="mm-link">Networking</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/virtualization/" target="_self" class="mm-link">Virtualization</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-us/data-center/accelerated-computing-for-enterprise-it/" target="_self" class="mm-link">Enterprise IT Solutions</a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Software</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/products/ai-enterprise-suite/" target="_self" class="mm-link">AI Enterprise Suite</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/egx-stack" target="_blank" class="mm-link" rel="noopener noreferrer">Cloud Native Support</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/cluster-management" target="_blank" class="mm-link" rel="noopener noreferrer">Cluster Management</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/products/fleet-command/" target="_self" class="mm-link">Edge Deployment Management</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/ai-data-science/products/triton-inference-server/" target="_self" class="mm-link">AI Inference - Triton</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/magnum-io/" target="_self" class="mm-link">IO Acceleration</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/networking/products/software/" target="_self" class="mm-link">Networking</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/virtual-solutions/" target="_self" class="mm-link">Virtual GPU</a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Apps and Tools</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/software/" target="_self" class="mm-link">Data Center</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/dcgm" target="_blank" class="mm-link" rel="noopener noreferrer">GPU Monitoring</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/software/rtx-experience/" target="_self" class="mm-link">NVIDIA RTX Experience</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/software/rtx-desktop-manager/" target="_self" class="mm-link">NVIDIA RTX Desktop Manager</a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Resources</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/resources/" target="_self" class="mm-link">Data Center & IT Resources</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://academy.nvidia.com/en/" target="_blank" class="mm-link" rel="noopener noreferrer">Technical Training and Certification</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-us/support/enterprise/" target="_self" class="mm-link">Enterprise Support</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/Download/index.aspx?lang=en-us" target="_self" class="mm-link">Drivers</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-us/security/" target="_self" class="mm-link">Security</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://docs.nvidia.com/" target="_blank" class="mm-link" rel="noopener noreferrer">Product Documentation</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://forums.developer.nvidia.com/" target="_blank" class="mm-link" rel="noopener noreferrer">Forums</a> </a> </li> </ul> </li> </ul> </li> <li id="nav-lvl1-tab4-lvl2-tab7" class="menu-level-2 row-2 grid-item" role="none" aria-expanded="false" aria-haspopup="true"> <a href="#nav-lvl1-tab4-lvl2-tab7">Researchers<svg class="n24-icon menu-button caret-down"><use xlink:href="#n24-caret-down" /></svg></a> </li> <li> <ul class="menu-level-3 row-3 menu-accordion grid-container closed hide" role="menu"> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title"></div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-us/research/" target="_self" class="mm-link">NVIDIA Research Home</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-us/research/research-areas/" target="_self" class="mm-link">Research Areas</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-us/research/ai-playground/" target="_self" class="mm-link">AI Playground</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.youtube.com/user/NVIDIADeveloper" target="_self" class="mm-link">Video Highlights</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/research/covid-19" target="_blank" class="mm-link" rel="noopener noreferrer">COVID-19</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://catalog.ngc.nvidia.com/" target="_blank" class="mm-link" rel="noopener noreferrer">NGC Catalog</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/training/" target="_self" class="mm-link">Technical Training</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/startups/" target="_self" class="mm-link">Startups</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-us/research/news/" target="_self" class="mm-link">News</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/blog/" target="_blank" class="mm-link" rel="noopener noreferrer">Developer Blog</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/open-source/" target="_blank" class="mm-link" rel="noopener noreferrer">Open Source Portal</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/healthcare-life-sciences/cambridge-1/" target="_self" class="mm-link">Cambridge-1 Supercomputer</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/nvidia-kaolin" target="_blank" class="mm-link" rel="noopener noreferrer">3D Deep Learning Research</a> </a> </li> </ul> </li> </ul> </li> <li id="nav-lvl1-tab4-lvl2-tab8" class="menu-level-2 row-2 grid-item" role="none" aria-expanded="false" aria-haspopup="true"> <a href="#nav-lvl1-tab4-lvl2-tab8">Roboticists<svg class="n24-icon menu-button caret-down"><use xlink:href="#n24-caret-down" /></svg></a> </li> <li> <ul class="menu-level-3 row-3 menu-accordion grid-container closed hide" role="menu"> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Products</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/dgx-systems/" target="_self" class="mm-link">AI Training - DGX</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/products/egx/" target="_self" class="mm-link">Edge Computing - EGX</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/autonomous-machines/embedded-systems/jetson-xavier-nx/" target="_self" class="mm-link">Embedded Computing - Jetson</a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Software</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/isaac-ros" target="_blank" class="mm-link" rel="noopener noreferrer">Robotics - Isaac ROS</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/isaac-sim" target="_blank" class="mm-link" rel="noopener noreferrer">Simulation - Isaac Sim</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/transfer-learning-toolkit" target="_blank" class="mm-link" rel="noopener noreferrer">TAO Toolkit</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/deepstream-sdk" target="_blank" class="mm-link" rel="noopener noreferrer">Vision AI - Deepstream SDK</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/data-center/products/fleet-command/" target="_self" class="mm-link">Edge Deployment Management</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/nvidia-omniverse-platform/replicator" target="_blank" class="mm-link" rel="noopener noreferrer">Synthetic Data Generation - Replicator</a> </a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Use Cases</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-us/industries/healthcare/" target="_self" class="mm-link">Healthcare and Life Sciences</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/design-visualization/industries/manufacturing/" target="_self" class="mm-link">Manufacturing</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/global-public-sector/" target="_self" class="mm-link">Global Public Sector</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/retail/" target="_self" class="mm-link">Retail</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/deep-learning-ai/industries/robotics/" target="_self" class="mm-link">Robotics</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/industries/" target="_self" class="mm-link"><i>More ></i></a> </li> </ul> </li> <li class="menu-level-3 row-3 grid-item" role="none"> <div class="menu-level-3 title">Resources</div> <ul class="menu-level-4 grid-container" role="menu"> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://blogs.nvidia.com/blog/category/robotics/" target="_blank" class="mm-link" rel="noopener noreferrer">NVIDIA Blog</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-us/research/" target="_self" class="mm-link">Robotics Research</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://developer.nvidia.com/blog?r=1&tags=&categories=robotics" target="_blank" class="mm-link" rel="noopener noreferrer">Developer Blog</a> </a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/training/" target="_self" class="mm-link">Technical Training</a> </li> <li class="menu-level-4 grid-item" role="menuitem"> <a href="https://www.nvidia.com/en-sg/startups/" target="_self" class="mm-link">Startups</a> </li> </ul> </li> </ul> </li> <li id="nav-lvl1-tab4-lvl2-tab9" class="menu-level-2 row-2 grid-item" role="none" aria-expanded="false" > <a href="https://www.nvidia.com/en-sg/deep-learning-ai/startups/" role="menuitem">Startups</a> </li> </ul> </li> <li> <div class="menu-right"> <ul aria-label="menu" role="menu"> <li class="menu-level-1" role="none"> <a href="https://store.nvidia.com/en-sg/" class="mm-btn-link" role="menuitem">Shop</a> </li> <li class="menu-level-1" role="none"> <a href="https://www.nvidia.com/Download/index.aspx?lang=en-us" class="mm-btn-link" role="menuitem">Drivers</a> </li> <li class="menu-level-1" role="none"> <a href="https://www.nvidia.com/en-us/support/" class="mm-btn-link" role="menuitem">Support</a> </li> </ul> </div> </li> </ul> </div> </div> <div class="mega-overlay hide"></div> <script> if(true){ var searchPath = document.getElementById("search-path-mob"); searchPath.value = window.location.pathname; } </script> </div> <!-- Mobile navigation ends --> <div id="unibrow-container" class="hide-unibrow"></div> <!-- Common sub nav and brand nav Starts --> <!-- Common sub nav and brand nav ends --> <script> if(true){ var searchPath = document.getElementById("search-path"); searchPath.value = window.location.pathname; } NVIDIAGDC.funcQueue.addToQueue({ id : "navigation24616fc2_ae84_4e8b_b8ce_cf7cc5a7c96b", method : "navigation-megamenu", params : [{ globalSite:true, breadCrumbAdded: false, enableSearchLibrary: true, isSolr:true, searchOptions: { destination: "https://www.nvidia.com/en-sg/search/", apiUrl: "https://api-prod.nvidia.com/search/graphql", triggerId: 'nvidia-search-box-link', referenceId: 'nvidia-search-box-link', } }] }); NVIDIAGDC.isBrandPage = false; NVIDIAGDC.isMegaMenu = true; </script> </nav> </div> <script src="/content/dam/en-zz/Solutions/unibrow/unibrow-script.js"></script> </header> <!--[if lt IE 9]> <div id="ie_compat_warning" class="site-warning"><span class="message">You are viewing this site using an out of date version of Internet Explorer. Some functionality may not work as required.</span><span class="remove"></span></div> <![endif]--> <noscript> <div class="no-js-warning">This site requires Javascript in order to view all its content. Please enable Javascript in order to access all the functionality of this web site. Here are the <a href="http://www.enable-javascript.com/" target="_blank">instructions how to enable JavaScript in your web browser.</a></div> </noscript> <div id="page-content" > <div class="content_par parsys"><div class="sectionWrapper parbase section"> <section class="background-white p-t-90 p-b-90 tab-p-t-60 tab-p-b-60 mob-p-t-60 mob-p-b-60 " > <div id="sectionwrapper899048ae_28b3_4eed_9686_860788e05fcd" class="general-container "> <div class="large-12 medium-12 small-12 center"> <div class="container"> <div class="page-section-par parsys"><div class="textcomp section"> <div id="textcomp80dd6fe7_e610_49cd_bdd5_2a328697c964" class="general-container-text wid-default p-t-0 p-b-0 "> <div class="text-center tab-text-center "> <h1 class="title color-black"><span style="text-transform:none;">Even AI can't find this page!</span></h1> <div class="text-button"> <div class="textCmpButton-par parsys"><div class="textcomp section"> <div id="textcomp_1099060107_c46e40be_9107_4905_a66b_91042ed5a611" class="general-container-text wid-default p-t-0 p-b-0 "> <div class="text-center tab-text-center "> <div class="body-text description color-black"><p>Find what you're looking for by using the footer and header links.<br> </p></div> <div class="text-button"> <div class="textCmpButton-par parsys"> </div> </div> </div> </div> </div> <div class="image parbase section"> <div id="image_copyb4becf71_68e4_427f_8556_80a824b46ab5" class="image-container p-t-60 p-b-0 lap-p-t-60 lap-p-b-0 tab-p-t-60 tab-p-b-0 mob-p-t-60 mob-p-b-0"> <div class="imgwidth "> <img src="data:image/gif;base64,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" data-src-desktop='/content/dam/en-zz/Solutions/404/nv-web-404-robot-ud.png' data-src-desktop-retina='/content/dam/en-zz/Solutions/404/nv-web-404-robot-ud@2x.png' data-src-laptop='/content/dam/en-zz/Solutions/404/nv-web-404-robot-ud.png' data-src-laptop-retina='/content/dam/en-zz/Solutions/404/nv-web-404-robot-ud@2x.png' data-src-tablet='/content/dam/en-zz/Solutions/404/nv-web-404-robot-625-t.png' data-src-tablet-retina='/content/dam/en-zz/Solutions/404/nv-web-404-robot-625-t@2x.png' data-src-mobile='/content/dam/en-zz/Solutions/404/nv-web-404-robot-297-m.png' data-src-mobile-retina='/content/dam/en-zz/Solutions/404/nv-web-404-robot-297-m@2x.png' class="lazyload responsive-image " id="" alt="Even AI can't find this page!" title="Even AI can't find this page!" data-analytics=""/> <div class="svg-cls"> <div class="svg-zoom"> <svg style="fill:#cccccc" xml:space="preserve" viewBox="0 0 32 32" y="0px" x="0px" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" id="zoom-icon" version="1.1" class="zoom "><path d="M31.999,16.001C31.999,7.164,24.837,0,16.001,0S-0.001,7.164-0.001,16.001S7.165,32,16.001,32 C29.027,32,31.999,19.964,31.999,16.001z M16.001,27.077c-6.13,0-11.077-4.947-11.077-11.076c0-6.129,4.948-11.078,11.077-11.078 c6.129,0,11.076,4.949,11.076,11.078C27.077,22.13,22.129,27.077,16.001,27.077z"></path><polygon points="22.153,17.23 17.229,17.23 17.229,22.152 14.769,22.152 14.769,17.23 9.846,17.23 9.846,14.768 14.769,14.768 14.769,9.845 17.229,9.845 17.229,14.768 22.153,14.768 "></polygon></svg> </div> </div> </div> </div> <script type="text/javascript"> NVIDIAGDC.funcQueue.addToQueue({ id : "image_copyb4becf71_68e4_427f_8556_80a824b46ab5", method : "imageComponent", params : [{ imageDesktopUrl:'/content/dam/en-zz/Solutions/404/nv-web-404-robot-ud.png', imageDesktopRetinaUrl:'/content/dam/en-zz/Solutions/404/nv-web-404-robot-ud@2x.png', imageLaptopUrl:'/content/dam/en-zz/Solutions/404/nv-web-404-robot-ud.png', imageLaptopRetinaUrl:'/content/dam/en-zz/Solutions/404/nv-web-404-robot-ud@2x.png', imageTabletUrl:'/content/dam/en-zz/Solutions/404/nv-web-404-robot-625-t.png', imageTabletRetinaUrl:'/content/dam/en-zz/Solutions/404/nv-web-404-robot-625-t@2x.png', imageMobileUrl:'/content/dam/en-zz/Solutions/404/nv-web-404-robot-297-m.png', imageMobileRetinaUrl:'/content/dam/en-zz/Solutions/404/nv-web-404-robot-297-m@2x.png', imageTarget:'_self', imageDesktopCustWidth:'', imageLaptopCustWidth:'', imageTabletCustWidth:'', imagePhoneCustWidth:'', imageTargetURL:'', oldBreakPointValue: 'true', lazyloded: true }] }); </script> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </section> <!-- Horizontal divider Line Starts here --> <!-- Horizontal divider Line Ends here --></div> <div class="commonReference parbase section"> <div class="cq-dd-paragraph"> <div class="content_par parsys"><div class="sectionenhanced parbase section"> <section class=" background- p-t-0 p-b-0 lap-p-t-0 lap-p-b-0 tab-p-t-0 tab-p-b-0 mob-p-t-0 mob-p-b-0 "> <div id="sectionenhanced54127ae5_0859_4a2e_a1f8_9aa7662db544" class="general-container "> <div class=" large-12 medium-12 small-12 center"> <div class="container"> <div class="page-section-par parsys"> </div> </div> </div> </div> </section> <script type="text/javascript"> NVIDIAGDC.funcQueue.addToQueue({ id : "sectionenhanced54127ae5_0859_4a2e_a1f8_9aa7662db544", method : "sectionEnhancedComponent", params : [{ imageDesktopUrl:' ', imageLaptopUrl:' ', imageTabletUrl:' ', imageMobileUrl:' ', secpageobpvalue: 'true', sectionurl: '', sectionurltarget: '', secCustBgColor:'' }] }); </script> <!-- Horizontal divider Line Starts here --> <!-- Horizontal divider Line Ends here --> </div> </div> </div> </div> <div class="rawHtml section"> <div class=' p-t-0 p-b-0 lap-p-t-0 lap-p-b-0 mob-p-t-0 mob-p-b-0 tab-p-t-0 tab-p-b-0' > <style> /*** Healthcare Ovweview menu hide ****/ .dropdown-menu.bullet li.sub-menu:nth-child(5) ul li:first-child a { display: none !important; } ul.mobile-menu > li.hasChild:first-child ul:nth-child(3) li:nth-child(8) ul li:nth-child(3) { display: none; } /**********/ </style> </div> </div> </div> </div> <div class="footer"> <!-- Footer --> <div class="page-footer-wrapper" id="brandFooter"> <div class="page-footer"> <!-- Links --> <div class="page-footer__links"> <div class="page-footer-link-set set-3"> <div class="page-footer-link-set__title">Company Information</div> <ul class="page-footer-link-set__links"> <li> <a href="https://www.nvidia.com/en-sg/about-nvidia/" target="_self">About Us</a> </li> <li> <a href="https://images.nvidia.com/aem-dam/Solutions/homepage/pdf/NVIDIA-Story.pdf" target="_blank" rel="noopener noreferrer">Company Overview</a> </li> <li> <a href="https://investor.nvidia.com/home/default.aspx" target="_blank" rel="noopener noreferrer">Investors</a> </li> <li> <a href="https://www.nventures.ai" target="_self">Venture Capital (NVentures)</a> </li> <li> <a href="https://www.nvidia.com/en-us/foundation/" target="_self">NVIDIA Foundation</a> </li> <li> <a href="https://www.nvidia.com/en-us/research/" target="_self">Research</a> </li> <li> <a href="https://www.nvidia.com/en-us/csr/" target="_self">Corporate Sustainability</a> </li> <li> <a href="https://www.nvidia.com/en-sg/technologies/" target="_self">Technologies</a> </li> <li> <a href="https://www.nvidia.com/en-us/about-nvidia/careers" target="_self">Careers</a> </li> </ul> </div> <div class="page-footer-link-set set-3"> <div class="page-footer-link-set__title">News and Events</div> <ul class="page-footer-link-set__links"> <li> <a href="https://nvidianews.nvidia.com/" target="_blank" rel="noopener noreferrer">Newsroom</a> </li> <li> <a href="https://blogs.nvidia.com/" target="_blank" rel="noopener noreferrer">Company Blog</a> </li> <li> <a href="https://developer.nvidia.com/blog/" target="_blank" rel="noopener noreferrer">Technical Blog</a> </li> <li> <a href="https://www.nvidia.com/en-us/about-nvidia/webinar-portal" target="_self">Webinars</a> </li> <li> <a href="https://www.nvidia.com/en-sg/preferences/email-signup/" target="_self">Stay Informed</a> </li> <li> <a href="https://www.nvidia.com/en-sg/events/" target="_self">Events Calendar</a> </li> <li> <a href="https://www.nvidia.com/en-us/gtc/" target="_self">GTC AI Conference</a> </li> <li> <a href="https://www.nvidia.com/en-us/on-demand/" target="_self">NVIDIA On-Demand</a> </li> </ul> </div> <div class="page-footer-link-set set-3"> <div class="page-footer-link-set__title">Popular Links</div> <ul class="page-footer-link-set__links"> <li> <a href="https://developer.nvidia.com/" target="_blank" rel="noopener noreferrer">Developers</a> </li> <li> <a href="https://www.nvidia.com/en-sg/about-nvidia/partners/" target="_self">Partners</a> </li> <li> <a href="https://www.nvidia.com/en-sg/executive-insights/" target="_self">Executive Insights</a> </li> <li> <a href="https://www.nvidia.com/en-sg/startups/" target="_self">Startups and VCs</a> </li> <li> <a href="https://docs.nvidia.com/" target="_blank" rel="noopener noreferrer">Documentation</a> </li> <li> <a href="https://www.nvidia.com/en-sg/training/" target="_self">Technical Training</a> </li> <li> <a href="https://academy.nvidia.com/en/" target="_blank" rel="noopener noreferrer">Training for IT Professionals</a> </li> <li> <a href="https://www.nvidia.com/en-sg/ai-data-science/professional-services/" target="_self">Professional Services for Data Science</a> </li> </ul> </div> </div> <!-- /Links --> <div class="page-footer__subscribe"> <div class="par-common-content reference parbase"><div class="cq-dd-paragraph"><div class="rawhtml rawHtml"> <div class=' p-t-0 p-b-0 lap-p-t-0 lap-p-b-0 mob-p-t-0 mob-p-b-0 tab-p-t-0 tab-p-b-0' > <style> @media screen and (min-width: 768px) { .navigation .global-nav .nav-header-container .nav-tools-container .nav-header-list .nav-header-item .nav-profile-link { width: 20px; } } .subscribe-container { width: 100%; height: 50px; margin: 0 auto; display: inline-block; text-align: center; } .subscribe-logo { float: left; display: inline-block; width: 50px; position: relative; top: 7px; } .subscribe-container .center-content { margin: 0 auto; height: 50px; max-width: 675px; } .subscribe-text { float: left; display: inline-block; font-size: 24px; line-height: 1; position: relative; top: 16px; color: white; margin-left: 30px; } .subscribe-container .button { float: left; display: inline-block; margin-left: 30px } @media screen and (min-width: 1025px) and (max-width: 1280px) { .subscribe-container { margin-bottom: 30px; } } @media screen and (max-width: 1024px) { .subscribe-logo, .subscribe-text { width: 100%; margin-left: 0; height: 50px; } .subscribe-container .button { float: none; margin-left: 0; } .subscribe-text { height: 80px; } } /* @media screen and (max-width: 1024px) and (min-width: 768px) { .heroBanner .slider-container #slides1.singleSlideBanner #smarthome .ht-580 .info.shift-down-vw .content-table { width: 50%; background-color: rgba(0,0,0,0); top:0; padding-top: 30px; position: relative; padding-top: 60px; position: relative; } .heroBanner .slider-container #slides1.singleSlideBanner #shieldspot .ht-580 .info.shift-down-vw .content-table { width: 100%; left: 0; margin-top: 400px; background-color: rgba(251, 247, 247, 0); top: 0; padding-top: 30px; position: static; height: 200px; } .heroBanner .sudo-height { height: 0px; } .heroBanner .slider-container #slides1.singleSlideBanner #performance .ht-580 .info.shift-down-vw .content-table { width: 50%; left: 50%; top:0; } } @media screen and (max-width: 767px) { .heroBanner .slider-container #slides1.singleSlideBanner .ht-580 .info.shift-down-vw .content-table { width: 95%; background-color: rgba(0,0,0,0);; padding: 0 15px; margin-top: 0px; } } @media screen and (max-width: 1024px) and (min-width: 768px) { .heroBanner .sudo-height { height: 0px; } .heroBanner .slider-container #slides1.singleSlideBanner .ht-580 .info.shift-down-vw .content-table { background: none; padding: 0 15px; margin-top: 0px; position: static; top: 0px; } .heroBanner .slider-container #slides1.singleSlideBanner #performance .ht-580 .info.shift-down-vw .content-table { width: 50%; left: 50%; top:0; } } */ </style><div class="subscribe-container"> <div class="center-content"> <div class="subscribe-logo"> <svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="48" height="36" viewbox="0 0 48 36"> <image id="icon_mail_copy" data-name="icon mail copy" width="48" height="36" xlink:href="data:img/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAkCAMAAAD4m0k4AAAABGdBTUEAALGPC/xhBQAAACBjSFJNAAB6JgAAgIQAAPoAAACA6AAAdTAAAOpgAAA6mAAAF3CculE8AAABnlBMVEWHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgCHwgAAAADqIFB3AAAAiHRSTlMAPqKqqKucL9zD8v383e77xqnO2fBFYfRSbfUDDgIPDF6QUA0SWJMIQI4qAQQznT8XHW7k6DEKadYFCUq3z1kGMqPt6XokK4fz55glwVQLX828VR6L4PeUNT2h/td9FUmv+tIWdtukcdCsTmU0md9/iY8HWr60TYLl2kOt+DoaE0djybDCPJ8umjQepgAAAAFiS0dEiRxhJswAAAAJcEhZcwAACxIAAAsSAdLdfvwAAAAHdElNRQfgChgTJSW4Gs96AAABYklEQVQ4y2NgZGJmIRqwsrEzcHSQBDgZuDo6uHmIBNwdHbwMfB38AoKsRAEWIZ4OYaAGEVEGIoGYOFgDlwSxGiSlKNAgLYNXqaycLKoGeQVFJWXc6lVU1STUUTRodHTwaGppY1euo6vX0SGii6JBXwQYKcJiBtjUGxoZAyVNTFE0mJlbgOJRUN8SXbmVtQ1IxtbOHi2UHBydgOLOLq6o6t3cPYDCnl7eWIJVTABklI+vH5Jn/QOAQvyBQdjjITgkFCgdFh4BUx8ZFQ0UiImNwxlx8QmJQBVJ5slg/SmpQI5UWiS+mFZJzwC5KxOYvLLAnhXItiKQNHJyQb7Myy9wBoVBoRbhtFRUXALLLaVlqFGJK/F5l1eAlFemBONJfKigqpq/hqkWQxhP8q5T9a1nIEUDdjCqYVBpEGkgVkMjRAN/E2szUYA5A1QYg4t7bqIATzSouE8lrUJpYWhtI6XKym0HAEPUyge2kF93AAAAAElFTkSuQmCC"></image> </svg> </div> <div class="subscribe-text"> <span>Sign Up for NVIDIA News</span> </div> <div class="button"> <div class="text-right noPadding noPadding mobile-align"> <a href="https://www.nvidia.com/en-sg/preferences/email-signup/" class="link-btn btn-manual lb_iframe brand-green regular-btn "> <div class="btn"> Subscribe </div> </a> </div> </div> </div> </div> </div> </div> </div> </div> </div> <!-- /Subscribe --> <!-- Social --> <div class="page-footer__social"> <div class="page-footer__social__label">Follow NVIDIA </div> <a href="https://www.facebook.com/NVIDIA" class="page-footer__social__link facebook" target="_blank" rel="noopener noreferrer" alt='Follow GeForce on Facebook' title='Follow GeForce on Facebook'> <svg xmlns="http://www.w3.org/2000/svg" width="22" height="46" viewBox="0 0 22 46"><title>Facebook</title><path d="M28.638,16.072V12.109a8.484,8.484,0,0,1,.085-1.381,2.648,2.648,0,0,1,.387-0.963,1.579,1.579,0,0,1,.974-0.656,7.1,7.1,0,0,1,1.791-.182h4.066V1h-6.5Q23.8,1,21.335,3.609T18.872,11.3v4.773H14V24h4.869V47h9.766V24h6.5L36,16.072h-7.36Z" transform="translate(-14 -1)"/></svg> </a> <a href="https://www.instagram.com/nvidia/?hl=en" class="page-footer__social__link" target="_blank" rel="noopener noreferrer"> <svg xmlns="http://www.w3.org/2000/svg" id="Layer_1" data-name="Layer 1" viewBox="0 0 1000 1000"><title>Instagram</title><path d="M295.42,6c-53.2,2.51-89.53,11-121.29,23.48-32.87,12.81-60.73,30-88.45,57.82S40.89,143,28.17,175.92c-12.31,31.83-20.65,68.19-23,121.42S2.3,367.68,2.56,503.46,3.42,656.26,6,709.6c2.54,53.19,11,89.51,23.48,121.28,12.83,32.87,30,60.72,57.83,88.45S143,964.09,176,976.83c31.8,12.29,68.17,20.67,121.39,23s70.35,2.87,206.09,2.61,152.83-.86,206.16-3.39S799.1,988,830.88,975.58c32.87-12.86,60.74-30,88.45-57.84S964.1,862,976.81,829.06c12.32-31.8,20.69-68.17,23-121.35,2.33-53.37,2.88-70.41,2.62-206.17s-.87-152.78-3.4-206.1-11-89.53-23.47-121.32c-12.85-32.87-30-60.7-57.82-88.45S862,40.87,829.07,28.19c-31.82-12.31-68.17-20.7-121.39-23S637.33,2.3,501.54,2.56,348.75,3.4,295.42,6m5.84,903.88c-48.75-2.12-75.22-10.22-92.86-17-23.36-9-40-19.88-57.58-37.29s-28.38-34.11-37.5-57.42c-6.85-17.64-15.1-44.08-17.38-92.83-2.48-52.69-3-68.51-3.29-202s.22-149.29,2.53-202c2.08-48.71,10.23-75.21,17-92.84,9-23.39,19.84-40,37.29-57.57s34.1-28.39,57.43-37.51c17.62-6.88,44.06-15.06,92.79-17.38,52.73-2.5,68.53-3,202-3.29s149.31.21,202.06,2.53c48.71,2.12,75.22,10.19,92.83,17,23.37,9,40,19.81,57.57,37.29s28.4,34.07,37.52,57.45c6.89,17.57,15.07,44,17.37,92.76,2.51,52.73,3.08,68.54,3.32,202s-.23,149.31-2.54,202c-2.13,48.75-10.21,75.23-17,92.89-9,23.35-19.85,40-37.31,57.56s-34.09,28.38-57.43,37.5c-17.6,6.87-44.07,15.07-92.76,17.39-52.73,2.48-68.53,3-202.05,3.29s-149.27-.25-202-2.53m407.6-674.61a60,60,0,1,0,59.88-60.1,60,60,0,0,0-59.88,60.1M245.77,503c.28,141.8,115.44,256.49,257.21,256.22S759.52,643.8,759.25,502,643.79,245.48,502,245.76,245.5,361.22,245.77,503m90.06-.18a166.67,166.67,0,1,1,167,166.34,166.65,166.65,0,0,1-167-166.34" transform="translate(-2.5 -2.5)"/></svg> </a> <a href="https://www.linkedin.com/company/nvidia/" class="page-footer__social__link" target="_blank" rel="noopener noreferrer"> <svg xmlns="http://www.w3.org/2000/svg" width="46" height="44" viewBox="0 0 46 44"><title>LinkedIn</title><path d="M1.569,16.3h9.883V45.985H1.569V16.3Zm42.317,2.711a10.635,10.635,0,0,0-8.235-3.4,11.875,11.875,0,0,0-3.43.464,7.783,7.783,0,0,0-2.605,1.3,11.16,11.16,0,0,0-2.86,3.142V16.3H16.9l0.03,1.438q0.03,1.438.03,8.866T16.9,45.985h9.853V29.421a7.242,7.242,0,0,1,.329-2.426,6.365,6.365,0,0,1,1.9-2.561,4.849,4.849,0,0,1,3.16-1.034,4.26,4.26,0,0,1,3.789,1.782,8.667,8.667,0,0,1,1.213,4.927V45.984H47V28.972Q47,22.412,43.886,19.014ZM6.57,2.015A5.637,5.637,0,0,0,2.542,3.468,4.823,4.823,0,0,0,1,7.137a4.909,4.909,0,0,0,1.5,3.654A5.4,5.4,0,0,0,6.45,12.258H6.51a5.642,5.642,0,0,0,4.058-1.468,4.742,4.742,0,0,0,1.512-3.654,5,5,0,0,0-1.527-3.669A5.475,5.475,0,0,0,6.57,2.015Z" transform="translate(-1 -2)"/></svg> </a> <a href="https://twitter.com/nvidia" class="page-footer__social__link" target="_blank" rel="noopener noreferrer" alt='Follow GeForce on Twitter' title='Follow GeForce on Twitter'> <svg xmlns="http://www.w3.org/2000/svg" width="1200" height="1227" viewBox="0 0 1200 1227"><title>Twitter</title><path d="M714.163 519.284L1160.89 0H1055.03L667.137 450.887L357.328 0H0L468.492 681.821L0 1226.37H105.866L515.491 750.218L842.672 1226.37H1200L714.137 519.284H714.163ZM569.165 687.828L521.697 619.934L144.011 79.6944H306.615L611.412 515.685L658.88 583.579L1055.08 1150.3H892.476L569.165 687.854V687.828Z"/></svg> </a> <a href="https://www.youtube.com/user/nvidia" class="page-footer__social__link" target="_blank" rel="noopener noreferrer"> <svg xmlns="http://www.w3.org/2000/svg" width="38.125" height="46" viewBox="0 0 576 512"><title>YouTube</title><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"/></svg> </a> </div> <!-- /Social --> </div> </div> <!-- /Footer --> <!-- Global footer --> <div class="global-footer-container"> <div class="global-footer" id="globalFooter"> <svg class="global-footer__logo" xmlns="http://www.w3.org/2000/svg" viewBox="0 407.8 1000 184.4" enable-background="new 0 407.8 1000 184.4" xml:space="preserve"> <title>NVIDIA</title> <g id="nvidia-logo"> <path d="M987.1 555.7v-2.8h1.7c0.9 0 2.3 0.1 2.3 1.2 0 1.2-0.7 1.5-1.8 1.5H987.1M987.1 557.6h1.2l2.8 4.8h3l-3.1-5c1.5-0.1 2.9-0.8 2.9-3 0-2.7-1.8-3.5-4.9-3.5h-4.4v11.5h2.6L987.1 557.6M1000 556.7c0-6.8-5.2-10.7-11.1-10.7 -5.8 0-11.1 3.9-11.1 10.7 0 6.8 5.2 10.7 11.1 10.7S1000 563.5 1000 556.7M996.8 556.7c0 4.9-3.6 8.2-7.9 8.2l0 0c-4.4 0-7.9-3.3-7.9-8.2 0-4.9 3.6-8.2 7.9-8.2C993.2 548.6 996.8 551.9 996.8 556.7z"></path> <path d="M593.2 442.7v121.1h34.2V442.7H593.2zM324.4 442.5v121.2h34.5v-94.1l26.9 0.1c8.8 0 15 2.2 19.2 6.7 5.4 5.7 7.6 15.1 7.6 32v55.3H446v-66.9c0-47.8-30.5-54.3-60.2-54.3C385.8 442.5 324.4 442.5 324.4 442.5zM648.3 442.7v121.1h55.4c29.5 0 39.2-4.9 49.6-15.9 7.4-7.7 12.1-24.7 12.1-43.3 0-17-4-32.2-11.1-41.7 -12.5-16.9-30.8-20.2-58.1-20.2H648.3zM682.2 469h14.7c21.3 0 35.1 9.5 35.1 34.4 0 24.8-13.7 34.4-35.1 34.4h-14.7V469zM544 442.7l-28.5 95.9 -27.3-95.9h-36.9l39 121.1h49.2l39.3-121.1H544zM781.4 563.7h34.2v-121h-34.2V563.7zM877.2 442.7l-47.7 121h33.7l7.6-21.3h56.5l7.2 21.3h36.6l-48.2-121H877.2zM899.4 464.8l20.7 56.6H878L899.4 464.8z"></path> <path d="M103.9 462.8v-16.6c1.6-0.1 3.3-0.2 4.9-0.2 45.6-1.4 75.4 39.1 75.4 39.1s-32.2 44.8-66.8 44.8c-5 0-9.4-0.8-13.4-2.2v-50.5c17.7 2.2 21.3 10 32 27.7l23.7-20c0 0-17.3-22.7-46.5-22.7C110 462.3 106.9 462.5 103.9 462.8M103.9 407.8v24.8c1.6-0.1 3.3-0.2 4.9-0.3 63.3-2.2 104.6 51.9 104.6 51.9s-47.4 57.7-96.7 57.7c-4.5 0-8.7-0.4-12.7-1.1v15.4c3.4 0.4 7 0.7 10.6 0.7 46 0 79.2-23.5 111.4-51.2 5.3 4.3 27.2 14.7 31.7 19.2 -30.6 25.6-101.9 46.3-142.3 46.3 -3.9 0-7.6-0.2-11.3-0.6v21.6h174.7V407.8H103.9zM103.9 527.8v13.1c-42.5-7.6-54.3-51.8-54.3-51.8s20.4-22.6 54.3-26.3v14.4c0 0 0 0-0.1 0 -17.7-2.2-31.7 14.5-31.7 14.5S80 519.6 103.9 527.8M28.4 487.2c0 0 25.2-37.1 75.5-41v-13.5C48.2 437.2 0 484.4 0 484.4s27.3 79 103.9 86.3v-14.4C47.7 549.2 28.4 487.2 28.4 487.2z"></path> </g> </svg> <div class="global-footer__region"> <a href="https://www.nvidia.com/en-us/location-selector/" target="_self"> <!--<img class="global-footer__region__icon" src="/etc/designs/nvidiaGDC/clientlibs_base/images/country-selector/sg.png" />--> <span class="global-footer__region__label"> Singapore </span> </a> </div> <ul class="global-footer__links"> <li> <a href="https://www.nvidia.com/en-sg/about-nvidia/privacy-policy/" target="_blank" rel="noopener noreferrer">Privacy Policy</a> </li> <li> <a href="https://www.nvidia.com/en-sg/privacy-center/" target="_blank" rel="noopener noreferrer">Manage My Privacy</a> </li> <li> <a href="https://www.nvidia.com/en-sg/preferences/email-preferences/" target="_blank" rel="noopener noreferrer">Do Not Sell or Share My Data</a> </li> <li> <a href="https://www.nvidia.com/en-sg/legal-info/" target="_blank" rel="noopener noreferrer">Legal</a> </li> <li> <a href="https://www.nvidia.com/en-sg/about-nvidia/accessibility/" target="_blank" rel="noopener noreferrer">Accessibility</a> </li> <li> <a href="https://www.nvidia.com/en-sg/about-nvidia/company-policies/" target="_self">Corporate Policies</a> </li> <li> <a href="https://www.nvidia.com/en-us/security/" target="_blank" rel="noopener noreferrer">Product Security</a> </li> <li> <a href="https://www.nvidia.com/en-sg/contact/" target="_blank" rel="noopener noreferrer">Contact</a> </li> </ul> <div class="global-footer__copyright">Copyright 漏 2024 NVIDIA Corporation</div> <script> $(function() { if (window.location.href.indexOf("/industries/") > -1) { if(!$('#main-header').find(".sub-brand-nav").length){ $( "#unibrow-container" ).after('<div class="sub-brand-nav"><div class="sub-brand-nav-container"><div class="brand-nav-left"><div id="sub-brand"><a class="sub-brand-name " href="https://www.nvidia.com/en-sg/industries/"><span class="sub-brand-label size-small">Industries</span></a></div></div></div></div>') ; } $("body").removeClass("nv-megamenu"); } }); </script> <style> .navigation .global-nav .desktop-nav .nav-header-container #tab4-nv-level2-tab8:checked~.menu3-container .nv-level3-tab8 { background-color:#eee; opacity:1; -webkit-transform:rotateX(0); transform:rotateX(0); transition:.2s ease-out; -webkit-transition:.2s ease-out; -o-transition:.2s ease-out; visibility:visible; width:100% } .navigation .global-nav .desktop-nav .nav-header-container #tab4-nv-level2-tab8:checked ~ .nv-level2-list-container .nv-menu-level2-list .slider-menu { opacity: 1; } </style> </div> </div> <!-- /Global footer --> <!-- Locale level script injection for pages --> <div class="hide" style="display: none;"> <!-- OneTrust gpc signal detection script start --> <script type="text/javascript"> (function() { "use strict"; const observer = new MutationObserver(function (mutations, mutationInstance) { const otPreferencePanel = document.getElementById('onetrust-pc-sdk'); if(otPreferencePanel) { const otBanner = document.getElementById('onetrust-banner-sdk'); if (otBanner && navigator.globalPrivacyControl) { setNvDone(); } mutationInstance.disconnect(); } }); observer.observe(document, { childList: true, subtree: true }); const setNvDone = function () { // Hide elements by their IDs var acceptbtn = document.getElementById('onetrust-accept-btn-handler'); var rejectbtn = document.getElementById('onetrust-reject-all-handler'); if(acceptbtn){ acceptbtn.style.display = 'none'; } if(rejectbtn){ rejectbtn.style.display = 'none'; } const doneButton = document.createElement('button'); doneButton.id = 'nv-done-btn-handler'; doneButton.textContent = 'Done'; document.getElementById('onetrust-button-group').appendChild(doneButton); // Add click event listener to the new button doneButton.addEventListener('click', function () { OneTrust.Close(); }); }; })(); </script> <!-- OneTrust gpc signal detection script end --> </div> <!-- End of Locale level script injection for pages --> </div> <script src="/etc/designs/nvidiaGDC/clientlibs_base_scripts.min.ddd74b44c8650c2172d3935ccd1b8621.js"></script> <script src="/etc/designs/nvidiaGDC/clientlibs-all.min.96f60a29dc4b7c9d74f38ff969cb8986.js"></script> <script type="text/javascript"> NVIDIAGDC.funcQueue.executeQueue(); //DTM code Execution if(typeof _satellite !== "undefined"){ _satellite.pageBottom(); } /*Logic to handle window resize , All window resize should be handled here at global Level*/ var windowResizeID, screenWidth, pixelSize = window.devicePixelRatio; var preResizeViewPort=NVIDIAGDC.Browser.getViewport(); $(window).resize(function() { clearTimeout(windowResizeID); windowResizeID = setTimeout(handleWindowResizing, 500); }); function handleWindowResizing(){ var viewPort = NVIDIAGDC.Browser.getViewport(); if(viewPort!==preResizeViewPort) { preResizeViewPort=viewPort; var heroBannerarticles=$(".heroBanner").find("article.lazyloaded"); var articleLength=heroBannerarticles.length; /* if (index === (length - 1)) { } */ heroBannerarticles.each(function(index,element) { //var viewPort = NVIDIAGDC.Browser.getViewport(); var bcgImagePath = ''; var bg = $(this).css('background-image'); var currentBGimage=bg.replace('url(','').replace(')',''); if(viewPort === "mobile"){ bcgImagePath = $(this).attr('data-bcgimagemobile'); } else if(viewPort === "tablet"){ bcgImagePath = $(this).attr('data-bcgimagetablet'); } else if(viewPort === "desktop"){ bcgImagePath = $(this).attr('data-bcgimagepc'); }else if(viewPort === "laptop"){ bcgImagePath = $(this).attr('data-bcgimagelaptop'); } if(bcgImagePath !== "undefined" && bcgImagePath !== "" && currentBGimage!==bcgImagePath){ $(this).css("background-image" , "url('" + bcgImagePath +"')"); } }); var lazylodedimages=$(".image").find("img.lazyloaded"); var loadedimages=lazylodedimages.length; lazylodedimages.each(function(index,element) { var imagescr="" var currentscr=$(this).attr("src"); if(pixelSize >= 1.5) { if(viewPort === "mobile"){ imagescr = $(this).attr('data-src-mobile-retina'); } else if(viewPort === "tablet"){ imagescr = $(this).attr('data-src-tablet-retina'); } else if(viewPort === "laptop"){ imagescr = $(this).attr('data-src-laptop-retina'); } else { imagescr = $(this).attr('data-src-desktop-retina'); } }else { if(viewPort === "mobile"){ imagescr = $(this).attr('data-bcgimagemobile'); } else if(viewPort === "tablet"){ imagescr = $(this).attr('data-src-tablet'); } else if(viewPort === "laptop"){ imagescr = $(this).attr('data-src-laptop'); } else { imagescr = $(this).attr('data-src-desktop'); } } if(imagescr !== "undefined" && imagescr !== "" && currentscr!==imagescr){ $(this).attr("src" , imagescr); } }); } } /*load model images post page load*/ $(window).load(function() { if(typeof(lazySizes) != "undefined"){ $(".modalContent").find(".lazyload").each(function(){ lazySizes.loader.unveil(this); }); } }); /*move this out*/ $('.sub-brand-nav-container a div.title, .mobile-menu-container a.brand-nav-link').each(function(){if($(this).html()&&$(this).html().indexOf('*')>-1){$(this).html($(this).html().replace('*',''));$(this).parent().attr('target','_blank');$(this).parent().attr('rel','noopener noreferrer');}}); </script> <style> .unibrow-subnav{ position: relative; top: auto !important; } </style> </body> </html>