Vertex AI | Google Cloud

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products" track-metadata-module="tertiary nav" tooltip track-name="cloud shell"> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20230903115116im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudshell" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Shell </div> <div class="devsite-nav-item-description"> Interactive shell environment with a built-in command line. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/config-connector/docs/overview" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/config-connector/docs/overview" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="config connector"> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20230903115116im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Config Connector </div> <div class="devsite-nav-item-description"> Kubernetes add-on for managing Google Cloud resources. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/cost-management" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/cost-management" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cost management"> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20230903115116im_/https://www.gstatic.com/cloud/images/navigation/billing.png" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cost Management </div> <div class="devsite-nav-item-description"> Tools for monitoring, controlling, and optimizing your costs. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/solutions/active-assist" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/solutions/active-assist" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="intelligent management"> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20230903115116im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Intelligent Management </div> <div class="devsite-nav-item-description"> Tools for easily managing performance, security, and cost. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/service-health" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/service-health" track-metadata-position="nav - 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products" track-metadata-module="tertiary nav" track-metadata-module_headline="media and gaming" tooltip track-name="live stream api"> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20230903115116im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Live Stream API </div> <div class="devsite-nav-item-description"> Service to convert live video and package for streaming. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/opencue" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/opencue" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="media and gaming" tooltip track-name="opencue"> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20230903115116im_/https://www.gstatic.com/cloud/images/navigation/opencue.png" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> OpenCue </div> <div class="devsite-nav-item-description"> Open source render manager for visual effects and animation. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/transcoder/docs" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/transcoder/docs" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="media and gaming" tooltip track-name="transcoder api"> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20230903115116im_/https://www.gstatic.com/cloud/images/navigation/transcoder-api.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Transcoder API </div> <div class="devsite-nav-item-description"> Convert video files and package them for optimized delivery. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/video-stitcher" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/video-stitcher" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="media and gaming" tooltip track-name="video stitcher api"> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20230903115116im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Video Stitcher API </div> <div class="devsite-nav-item-description"> Service for dynamic or server-side ad insertion. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/products/cloud-migration" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/products/cloud-migration" track-metadata-position="nav - 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</devsite-toc> <div class="devsite-article-body clearfix devsite-no-page-title"> <devsite-view-release-notes></devsite-view-release-notes> <article id="cloud-site"> <style> .module-section:first-child { margin-top: 48px; } .module-section:empty { display: none; } .module-section:not(:empty) { margin-bottom: 48px; } div.richtext { color: #5f6368; } .richtext p { color: inherit; font: inherit; margin-bottom: 0; } .cloud-jump-content { padding-top: 72px; } .cloud-module__description p { margin: 0; } .cloud-module__description p+p { margin-top: 16px; } @media(min-width: 1024px) { .module-section:first-child { margin-top: 60px; } .module-section:not(:empty) { margin-bottom: 60px; } } @media(min-width: 1280px) { .cloud-jump-content { padding-top: 0; } } .cloud-block__image { width: 100%; } </style> <style> .cws-jump-section>.cws-eyebrow { color: #5f6368; } </style> <cws-jump-menu label="Page Contents"> <div class="cws-jump-menu__slot-content"> <ul class="cws-jump-menu__external"> <li class="cws-jump-menu__external-item"> <a class="cws-jump-menu__external-link" href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs" track-name="documentation" track-type="left nav" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs" track-metadata-position="left nav" track-metadata-module="left nav"> <img alt class loading="lazy" src="http://web.archive.org/web/20230903115116im_/https://www.gstatic.com/bricks/image/d5d37ee3593566c650cbb3e3724cc03e2cfe2d69d912622681ceba34ad31d198.svg" style="max-width: 24px; max-height: 24px;"> Documentation </a> </li> <li class="cws-jump-menu__external-item"> <a class="cws-jump-menu__external-link" href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/release-notes" track-name="release notes" track-type="left nav" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/release-notes" track-metadata-position="left nav" track-metadata-module="left nav"> <img alt class 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max-height: 24px;"> Vertex AI labs </a> </li> </ul> </div> </cws-jump-menu> <div class="product-v3 cws-jump-content"> <section id="hero"> <div class="cws-jump-section" data-cws-menu-text="Vertex AI"> <style> .cws-banner--link { text-align: left; } .hero-eyebrow picture { position: relative; top: 4px; padding-right: 12px; } .hero-eyebrow { color: #5f6368; } .hero-footnote p { color: #3c4043; } </style> <div class="cws-spacer-5--bottom" track-metadata-module="hero" track-metadata-module_headline="innovate faster with enterprise-ready generative ai"> <a class=" cws-banner cws-banner--link cws-banner--green " href="http://web.archive.org/web/20230903115116/https://cloud.withgoogle.com/next?utm_source=cgc-site&utm_medium=et&utm_campaign=FY23-Q3-global-ENDM33-physicalevent-er-next-2023&utm_content=modern-infra-web-pages&utm_term=-&_ga=2.240768067.1391164294.1692724808-1964067132.1692299155&_gl=1%2a15vtka1%2a_ga%2aMTk2NDA2NzEzMi4xNjkyMjk5MTU1%2a_ga_WH2QY8WWF5%2aMTY5MjczNzgyNy45LjEuMTY5Mjc0Mzk1My4wLjAuMA.." target="_blank" rel="noopener" track-name="join us at next 23 from august 29-31 register for the digital pass to catch the latest announcements demos and more" track-type="banner" track-metadata-eventdetail="cloud.withgoogle.com/next" track-metadata-module="hero" track-metadata-module_headline="innovate faster with enterprise-ready generative ai"> <div class="cws-banner__body-copy"><span>Join us at Next '23 from August 29-31. <strong>Register for the digital pass</strong> to catch the latest announcements, demos, and more.</span></div> <span class="cws-banner__icon" aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" height="24px" viewbox="0 0 24 24" width="24px"><path d="M0 0h24v24H0V0z" fill="none"></path><path d="M12 4l-1.41 1.41L16.17 11H4v2h12.17l-5.58 5.59L12 20l8-8-8-8z"></path></svg> </span> </a> <div class="cws-grid"> <div class="cws-grid__col--span-8"> <div class="cws-spacer-3--top"> <h1 class="cws-headline--headline-5 hero-eyebrow" id="vertex-ai" data-text=" Vertex AI "> Vertex AI </h1> </div> <div class="cws-spacer-3--top"> <h2 class="cws-headline--headline-3" id="innovate-faster-with-enterprise-ready-generative-ai" data-text="Innovate faster with enterprise-ready generative AI">Innovate faster with enterprise-ready generative AI</h2> </div> <div class="cws-spacer-2--top"> <span class="cws-body--xlarge richtext"> <p>Vertex AI offers everything you need to build and use generative AI—from AI solutions, to Search and Conversation, to 100+ foundation models, to a unified AI platform.</p> </span> </div> <div class="cws-spacer-3--top cws-button__set"> <cloudx-free-trial-eligible-content> <slot slot="eligible"> <a class=" cws-button cws-button--high-emphasis " href="http://web.archive.org/web/20230903115116/https://console.cloud.google.com/freetrial/?redirectPath=/vertex-ai/" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="try vertex ai free" track-type="button" track-metadata-eventdetail="console.cloud.google.com/freetrial/" track-metadata-modifier="high-emphasis" track-metadata-module="hero" track-metadata-module_headline="innovate faster with enterprise-ready generative ai"> Try Vertex AI free </a> <a class=" cws-button cws-button--medium-emphasis " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/contact" track-name="contact sales" track-type="button" track-metadata-eventdetail="cloud.google.com/contact" track-metadata-modifier="medium-emphasis" track-metadata-module="hero" track-metadata-module_headline="innovate faster with enterprise-ready generative ai"> Contact sales </a> </slot> <slot slot="ineligible"> <a class=" cws-button cws-button--high-emphasis " href="http://web.archive.org/web/20230903115116/https://console.cloud.google.com/vertex-ai" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="go to console" track-type="button" track-metadata-eventdetail="console.cloud.google.com/vertex-ai" track-metadata-modifier="high-emphasis" track-metadata-module="hero" track-metadata-module_headline="innovate faster with enterprise-ready generative ai"> Go to console </a> <a class=" cws-button cws-button--medium-emphasis " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/contact" track-name="contact sales" track-type="button" track-metadata-eventdetail="cloud.google.com/contact" track-metadata-modifier="medium-emphasis" track-metadata-module="hero" track-metadata-module_headline="innovate faster with enterprise-ready generative ai"> Contact sales </a> </slot> </cloudx-free-trial-eligible-content> </div> <div class="cws-spacer-3--top hero-footnote"> <span class="cws-small-text richtext"> <p>New customers get $300 in free credits to spend on Vertex AI. </p> </span> </div> </div> <div class="cws-grid__col--span-4 cws-spacer-3--top"> <div class="cws-link-aside" role="complementary" aria-label="Product highlights 1"> <div class="cws-link-aside__header"> <h2 class="cws-link-aside__headline cws-headline--headline-6" id="product-highlights" data-text=" Product highlights "> Product highlights </h2> </div> <ul class="cws-link-aside__items"> <li class="cws-link-aside__item"> <a class="cws-link-aside__link cws-link-aside__link--jump" href="#how_it_works" track-name="train test and tune ml models on a single platform" track-type="link aside" track-metadata-eventdetail="cloud.google.com" track-metadata-module="hero" track-metadata-module_headline="innovate faster with enterprise-ready generative ai"> <div class="cws-link-aside__link-icon" aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" height="24" width="24" fill="#FFFFFF"><path d="M12.025 15.375 15.3 12.1l-.675-.7-2.1 2.1V8.6H11.5v4.9l-2.1-2.1-.7.7ZM12 21q-1.875 0-3.512-.712-1.638-.713-2.85-1.926-1.213-1.212-1.926-2.85Q3 13.875 3 12t.712-3.513q.713-1.637 1.926-2.85 1.212-1.212 2.85-1.925Q10.125 3 12 3t3.513.712q1.637.713 2.85 1.925 1.212 1.213 1.925 2.85Q21 10.125 21 12t-.712 3.512q-.713 1.638-1.925 2.85-1.213 1.213-2.85 1.926Q13.875 21 12 21Z"></path></svg> </div> <div class="cws-link-aside__link-content"> <p class="cws-link-aside__link-text cws-headline--headline-6">Train, test, and tune ML models on a single platform</p> </div> </a></li> <li class="cws-link-aside__item"> <a class="cws-link-aside__link cws-link-aside__link--jump" href="#common_uses" track-name="build generative ai apps quickly" track-type="link aside" track-metadata-eventdetail="cloud.google.com" track-metadata-module="hero" track-metadata-module_headline="innovate faster with enterprise-ready generative ai"> <div class="cws-link-aside__link-icon" aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" height="24" width="24" fill="#FFFFFF"><path d="M12.025 15.375 15.3 12.1l-.675-.7-2.1 2.1V8.6H11.5v4.9l-2.1-2.1-.7.7ZM12 21q-1.875 0-3.512-.712-1.638-.713-2.85-1.926-1.213-1.212-1.926-2.85Q3 13.875 3 12t.712-3.513q.713-1.637 1.926-2.85 1.212-1.212 2.85-1.925Q10.125 3 12 3t3.513.712q1.637.713 2.85 1.925 1.212 1.213 1.925 2.85Q21 10.125 21 12t-.712 3.512q-.713 1.638-1.925 2.85-1.213 1.213-2.85 1.926Q13.875 21 12 21Z"></path></svg> </div> <div class="cws-link-aside__link-content"> <p class="cws-link-aside__link-text cws-headline--headline-6">Build generative AI apps quickly </p> </div> </a></li> <li class="cws-link-aside__item"> <a class="cws-link-aside__link cws-link-aside__link--jump" href="#features" track-name="accelerate development with unified data and ai" track-type="link aside" track-metadata-eventdetail="cloud.google.com" track-metadata-module="hero" track-metadata-module_headline="innovate faster with enterprise-ready generative ai"> <div class="cws-link-aside__link-icon" aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" height="24" width="24" fill="#FFFFFF"><path d="M12.025 15.375 15.3 12.1l-.675-.7-2.1 2.1V8.6H11.5v4.9l-2.1-2.1-.7.7ZM12 21q-1.875 0-3.512-.712-1.638-.713-2.85-1.926-1.213-1.212-1.926-2.85Q3 13.875 3 12t.712-3.513q.713-1.637 1.926-2.85 1.212-1.212 2.85-1.925Q10.125 3 12 3t3.513.712q1.637.713 2.85 1.925 1.212 1.213 1.925 2.85Q21 10.125 21 12t-.712 3.512q-.713 1.638-1.925 2.85-1.213 1.213-2.85 1.926Q13.875 21 12 21Z"></path></svg> </div> <div class="cws-link-aside__link-content"> <p class="cws-link-aside__link-text cws-headline--headline-6">Accelerate development with unified data and AI</p> </div> </a></li> <li class="cws-link-aside__item"> <a class="cws-link-aside__link cws-link-aside__link--jump" href="#business_case" track-name="reduce training time and costs" track-type="link aside" track-metadata-eventdetail="cloud.google.com" track-metadata-module="hero" track-metadata-module_headline="innovate faster with enterprise-ready generative ai"> <div class="cws-link-aside__link-icon" aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" height="24" width="24" fill="#FFFFFF"><path d="M12.025 15.375 15.3 12.1l-.675-.7-2.1 2.1V8.6H11.5v4.9l-2.1-2.1-.7.7ZM12 21q-1.875 0-3.512-.712-1.638-.713-2.85-1.926-1.213-1.212-1.926-2.85Q3 13.875 3 12t.712-3.513q.713-1.637 1.926-2.85 1.212-1.212 2.85-1.925Q10.125 3 12 3t3.513.712q1.637.713 2.85 1.925 1.212 1.213 1.925 2.85Q21 10.125 21 12t-.712 3.512q-.713 1.638-1.925 2.85-1.213 1.213-2.85 1.926Q13.875 21 12 21Z"></path></svg> </div> <div class="cws-link-aside__link-content"> <p class="cws-link-aside__link-text cws-headline--headline-6">Reduce training time and costs </p> </div> </a></li> </ul> <hr class="cws-link-aside__item cws-link-aside__separator"> <ul class="cws-link-aside__items"> <li class="cws-link-aside__item"> <a class="cws-link-aside__link lb" href="http://web.archive.org/web/20230903115116/https://www.youtube.com/watch?v=-3Olw-C4FN4" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-name="learn about the latest vertex ai features" track-type="link aside" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-video-id="-3Olw-C4FN4" track-metadata-module="hero" track-metadata-module_headline="innovate faster with enterprise-ready generative ai"> <div class="cws-link-aside__link-asset"> <img src="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/P8iTc9oVD0h04Hj8lMSoxTEZOIC_1S9fyUIPYoBvGV5CzatT5eFek4uLRpD5fNFZQ0LklKmCLKo" alt="Dev advocate explaining Vertex AI"> </div> <div class="cws-link-aside__link-content"> <p class="cws-link-aside__link-text cws-headline--headline-6">Learn about the latest Vertex AI features</p> <p class="cws-link-aside__link-text cws-link-aside__link-footnote cws-small-text">02:34</p> </div> </a> </li> </ul> </div> </div> </div> </div> </div> </section> <section id="features"> <div class="cws-jump-section" data-cws-menu-text="Features"> <p class=" cws-spacer-2--bottom cws-eyebrow ">Features</p> <div class="cws-spacer-4--top cws-spacer-5--bottom" track-metadata-module="features"> <cws-reveal divider="true" maxitems="5" label="View all features"> <style> .cws-reveal__controls { margin-top: -24px; } .cws-reveal-item { border-top: solid 1px #dadce0; padding: 36px 0; } .cws-reveal-item:first-of-type { border-top: none; padding-top: 20px; } </style> <div class="cws-grid cws-reveal-item"> <div class="cws-grid__col--span-4"> <h3 class="cws-headline--headline-5" id="generative-ai-models-and-tools" data-text="Generative AI models and tools ">Generative AI models and tools </h3> </div> <div class="cws-grid__col--span-5"> <span class="cws-body--large richtext"> <p> <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/generative-ai-studio" class="cws-link" track-name="generative ai models and fully managed tools" track-type="inline link" track-metadata-eventdetail="cloud.google.com/generative-ai-studio">Generative AI models and fully managed tools</a> make it easy to prototype, customize, and integrate and deploy them into applications.</p> <p>Choose from the widest variety of models with first-party, third-party, and open source models in <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/model-garden" class="cws-link" track-name="model garden" track-type="inline link" track-metadata-eventdetail="cloud.google.com/model-garden">Model Garden</a>. Use extensions to enable models to retrieve real-time information and trigger actions. Customize models to your use case with a variety of tuning options for Google's <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/generative-ai/models/tune-models" class="cws-link" track-name="text" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/generative-ai/models/tune-models">text</a>, <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/generative-ai/image/fine-tune-model" class="cws-link" track-name="image" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/generative-ai/image/fine-tune-model">image</a>, or <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/generative-ai/models/tune-code-models" class="cws-link" track-name="code" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/generative-ai/models/tune-code-models">code</a> models. </p> </span> </div> <div class="cws-grid__col--span-3"> <a class="cws-card cws-card--condensed" href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/start/explore-models" track-name="explore ai models and apis in model garden" track-type="card" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/start/explore-models" track-metadata-child_headline="explore ai models and apis in model garden"> <div class="cws-card__inner"> <div class="cws-card__content"> <div class="cws-headline cws-headline--headline-6"><span>Explore AI models and APIs in Model Garden</span></div> </div> </div> </a> </div> </div> <div class="cws-grid cws-reveal-item"> <div class="cws-grid__col--span-4"> <h3 class="cws-headline--headline-5" id="open-and-integrated-ai-platform" data-text="Open and integrated AI platform">Open and integrated AI platform</h3> </div> <div class="cws-grid__col--span-5"> <span class="cws-body--large richtext"> <p>Data scientists can move faster with Vertex AI Platform's tools for training, tuning, and deploying ML models.</p> <p> <a href="http://web.archive.org/web/20230903115116/http://cloud.google.com/vertex-ai-notebooks" class="cws-link" track-name="vertex ai notebooks" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vertex-ai-notebooks">Vertex AI notebooks</a>, including your choice of Colab Enterprise or Workbench, are natively integrated with <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/bigquery" class="cws-link" track-name="bigquery" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery">BigQuery</a> providing a single surface across all data and AI workloads.</p> <p> <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/training/overview" class="cws-link" track-name="vertex ai training" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/training/overview">Vertex AI Training</a> and <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/predictions/overview" class="cws-link" track-name="prediction" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/predictions/overview">Prediction</a> help you reduce training time and deploy models to production easily with your choice of open source frameworks and optimized <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/ai-infrastructure" class="cws-link" track-name="ai infrastructure" track-type="inline link" track-metadata-eventdetail="cloud.google.com/ai-infrastructure">AI infrastructure</a>. </p> </span> </div> <div class="cws-grid__col--span-3"> <a class="cws-card cws-card--condensed lb" href="http://web.archive.org/web/20230903115116/https://youtube.com/watch?v=gT4qqHMiEpA" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-name="how vertex ai supports your entire ml workflow" track-type="card" track-metadata-eventdetail="youtube.com/watch" track-metadata-video-id="gT4qqHMiEpA" track-metadata-child_headline="how vertex ai supports your entire ml workflow" track-metadata-child_eyebrow="video"> <div class="cws-card__inner"> <div class=" cws-card__asset cws-card__asset--video "> <picture> <source type="image/webp" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/L1J6bSQMyeGeI1yAlB3faGfLzYIu19bm326D13qtoBdjHxiEEOm5aVcpyr9-Tyn5E_S_0XvOUWw=e14-rw-lo-sc0xffffff-h338-w600 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/L1J6bSQMyeGeI1yAlB3faGfLzYIu19bm326D13qtoBdjHxiEEOm5aVcpyr9-Tyn5E_S_0XvOUWw=e14-rw-lo-sc0xffffff-h676-w1200 2x"> <source type="image/jpeg" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/L1J6bSQMyeGeI1yAlB3faGfLzYIu19bm326D13qtoBdjHxiEEOm5aVcpyr9-Tyn5E_S_0XvOUWw=e14-rj-sc0xffffff-h338-w600 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/L1J6bSQMyeGeI1yAlB3faGfLzYIu19bm326D13qtoBdjHxiEEOm5aVcpyr9-Tyn5E_S_0XvOUWw=e14-rj-sc0xffffff-h676-w1200 2x"> <img alt="What is Vertex AI?" class loading="lazy" src="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/L1J6bSQMyeGeI1yAlB3faGfLzYIu19bm326D13qtoBdjHxiEEOm5aVcpyr9-Tyn5E_S_0XvOUWw=e14-rj-sc0xffffff-h338-w600" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/L1J6bSQMyeGeI1yAlB3faGfLzYIu19bm326D13qtoBdjHxiEEOm5aVcpyr9-Tyn5E_S_0XvOUWw=e14-rj-sc0xffffff-h676-w1200 2x"> </picture> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" height="18px" viewbox="0 0 24 24" width="18px"><path d="M23.74 7.1s-.23-1.65-.95-2.37c-.91-.96-1.93-.96-2.4-1.02C17.04 3.47 12 3.5 12 3.5s-5.02-.03-8.37.21c-.46.06-1.48.06-2.39 1.02C.52 5.45.28 7.1.28 7.1S.04 9.05 0 10.98V13c.04 1.94.28 3.87.28 3.87s.24 1.65.96 2.38c.91.95 2.1.92 2.64 1.02 1.88.18 7.91.22 8.12.22 0 0 5.05.01 8.4-.23.46-.06 1.48-.06 2.39-1.02.72-.72.96-2.37.96-2.37s.24-1.94.25-3.87v-2.02c-.02-1.93-.26-3.88-.26-3.88zM9.57 15.5V8.49L16 12.13 9.57 15.5z"></path></svg> </span> </div> <div class="cws-card__content"> <p class="cws-label">VIDEO</p> <div class="cws-headline cws-headline--headline-6">How Vertex AI supports your entire ML workflow</div> <p class="cws-small-text">07:16</p> </div> </div> </a> </div> </div> <div class="cws-grid cws-reveal-item"> <div class="cws-grid__col--span-4"> <h3 class="cws-headline--headline-5" id="mlops-for-predictive-and-generative-ai" data-text="MLOps for predictive and generative AI">MLOps for predictive and generative AI</h3> </div> <div class="cws-grid__col--span-5"> <span class="cws-body--large richtext"> <p>Vertex AI Platform provides purpose-built <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/start/introduction-mlops" class="cws-link" track-name="mlops tools" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/start/introduction-mlops">MLOps tools</a> for data scientists and ML engineers to automate, standardize, and manage ML projects.</p> <p>Modular tools help you collaborate across teams and improve models throughout the entire development life cycle—identify the best model for a use case with <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/evaluation/introduction" class="cws-link" track-name="vertex ai evaluation" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/evaluation/introduction">Vertex AI Evaluation</a>, orchestrate workflows with <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/pipelines/introduction" class="cws-link" track-name="vertex ai pipelines" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/pipelines/introduction">Vertex AI Pipelines</a>, manage any model with <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/model-registry/introduction" class="cws-link" track-name="model registry" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/model-registry/introduction">Model Registry,</a> serve, share, and reuse ML features with <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/featurestore/overview" class="cws-link" track-name="feature store" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/featurestore/overview">Feature Store</a>, and <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/model-monitoring" class="cws-link" track-name="monitor" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/model-monitoring">monitor</a> models for input skew and drift.</p> </span> </div> <div class="cws-grid__col--span-3"> <a class="cws-card cws-card--condensed lb" href="http://web.archive.org/web/20230903115116/https://www.youtube.com/watch?v=1ykDWsnL2LE" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-name="end-to-end mlops with vertex ai" track-type="card" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-video-id="1ykDWsnL2LE" track-metadata-child_headline="end-to-end mlops with vertex ai" track-metadata-child_eyebrow="video"> <div class="cws-card__inner"> <div class=" cws-card__asset cws-card__asset--video "> <picture> <source type="image/webp" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/UG8l-R69MXCwOX-pMQ4RP1VbDIzX5wLnC7EpB11iuSWXT2r_avf6Y_7VK-_Q3PbHIkDfHSgOs1kb=e14-rw-lo-sc0xffffff-h338-w600 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/UG8l-R69MXCwOX-pMQ4RP1VbDIzX5wLnC7EpB11iuSWXT2r_avf6Y_7VK-_Q3PbHIkDfHSgOs1kb=e14-rw-lo-sc0xffffff-h676-w1200 2x"> <source type="image/jpeg" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/UG8l-R69MXCwOX-pMQ4RP1VbDIzX5wLnC7EpB11iuSWXT2r_avf6Y_7VK-_Q3PbHIkDfHSgOs1kb=e14-rj-sc0xffffff-h338-w600 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/UG8l-R69MXCwOX-pMQ4RP1VbDIzX5wLnC7EpB11iuSWXT2r_avf6Y_7VK-_Q3PbHIkDfHSgOs1kb=e14-rj-sc0xffffff-h676-w1200 2x"> <img alt="Developer advocate explaining MLops in Vertex AI" class loading="lazy" src="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/UG8l-R69MXCwOX-pMQ4RP1VbDIzX5wLnC7EpB11iuSWXT2r_avf6Y_7VK-_Q3PbHIkDfHSgOs1kb=e14-rj-sc0xffffff-h338-w600" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/UG8l-R69MXCwOX-pMQ4RP1VbDIzX5wLnC7EpB11iuSWXT2r_avf6Y_7VK-_Q3PbHIkDfHSgOs1kb=e14-rj-sc0xffffff-h676-w1200 2x"> </picture> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" height="18px" viewbox="0 0 24 24" width="18px"><path d="M23.74 7.1s-.23-1.65-.95-2.37c-.91-.96-1.93-.96-2.4-1.02C17.04 3.47 12 3.5 12 3.5s-5.02-.03-8.37.21c-.46.06-1.48.06-2.39 1.02C.52 5.45.28 7.1.28 7.1S.04 9.05 0 10.98V13c.04 1.94.28 3.87.28 3.87s.24 1.65.96 2.38c.91.95 2.1.92 2.64 1.02 1.88.18 7.91.22 8.12.22 0 0 5.05.01 8.4-.23.46-.06 1.48-.06 2.39-1.02.72-.72.96-2.37.96-2.37s.24-1.94.25-3.87v-2.02c-.02-1.93-.26-3.88-.26-3.88zM9.57 15.5V8.49L16 12.13 9.57 15.5z"></path></svg> </span> </div> <div class="cws-card__content"> <p class="cws-label">VIDEO</p> <div class="cws-headline cws-headline--headline-6">End-to-end MLOps with Vertex AI</div> <p class="cws-small-text">8:28</p> </div> </div> </a> </div> </div> <div class="cws-grid cws-reveal-item"> <div class="cws-grid__col--span-4"> <h3 class="cws-headline--headline-5" id="search-and-conversation" data-text="Search and Conversation ">Search and Conversation </h3> </div> <div class="cws-grid__col--span-8"> <span class="cws-body--large richtext">Vertex AI <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/generative-ai-app-builder" class="cws-link" track-name="search and conversation" track-type="inline link" track-metadata-eventdetail="cloud.google.com/generative-ai-app-builder">Search and Conversation</a> offers the fastest way for developers to build and deploy enterprise-ready generative AI powered <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/enterprise-search" class="cws-link" track-name="search" track-type="inline link" track-metadata-eventdetail="cloud.google.com/enterprise-search">search</a> and <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/conversational-ai" class="cws-link" track-name="chat" track-type="inline link" track-metadata-eventdetail="cloud.google.com/conversational-ai">chat</a> applications. With an easy orchestration layer that abstracts away complexity and enterprise-ready data privacy and controls, Vertex AI Search and Conversation lets developers build and deploy apps quickly, efficiently, and responsibly. </span> </div> </div> <div class="cws-grid cws-reveal-item"> <div class="cws-grid__col--span-4"> <h3 class="cws-headline--headline-5" id="ai-solutions" data-text="AI solutions">AI solutions</h3> </div> <div class="cws-grid__col--span-8"> <span class="cws-body--large richtext">Built on top of Vertex AI Platform, <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/solutions/contact-center" class="cws-link" track-name="contact center ai" track-type="inline link" track-metadata-eventdetail="cloud.google.com/solutions/contact-center">Contact Center AI</a>, <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/document-ai" class="cws-link" track-name="document ai" track-type="inline link" track-metadata-eventdetail="cloud.google.com/document-ai">Document AI</a>, <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/anti-money-laundering-ai" class="cws-link" track-name="anti money laundering ai" track-type="inline link" track-metadata-eventdetail="cloud.google.com/anti-money-laundering-ai">Anti Money Laundering AI</a>, <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/solutions/retail-product-discovery" class="cws-link" track-name="discovery ai" track-type="inline link" track-metadata-eventdetail="cloud.google.com/solutions/retail-product-discovery">Discovery AI</a>, and other AI solutions provide powerful and targeted capabilities to enable specific business results. Businesses can access, deploy, and use Google Cloud's AI solutions directly, or supported by one of our priority partners.</span> </div> </div> </cws-reveal> </div> </div> </section> <section id="options"></section> <section id="how_it_works"> <div class="cws-jump-section" data-cws-menu-text="How It Works"> <p class=" cws-spacer-2--bottom cws-eyebrow ">How It Works</p> <style> .how-it-works .cws-tonal-block p { margin-top: 8px; } </style> <div class="cws-spacer-5--bottom cws-spacer-4--top how-it-works" track-metadata-position="how it works" track-metadata-module="how it works" track-metadata-module_headline="built on googles ai research and powered by ai infrastructure vertex ai enables everyone to build and use ai with an open responsible and secure approach"> <div class=" cws-tonal-block cws-reversed cws-background--black "> <div class="cws-tonal-block__content"> <div class="cws-tonal-block__text cws-layout__split"> <div class="cws-layout__split-item"> <div class=" cws-content-block cws-content-block--split cws-grid "> <div class="cws-content-block__content cws-grid__col--span-7"> <div class="cws-headline--headline-5 cws-spacer-1--bottom cws-content-block__text"> Built on Google’s AI research and powered by AI infrastructure, Vertex AI enables everyone to build and use AI with an open, responsible, and secure approach.</div> <a class=" cws-button cws-button--medium-emphasis " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/start/introduction-unified-platform" track-name="view documentation" track-type="button" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/start/introduction-unified-platform" track-metadata-modifier="medium-emphasis"> View documentation </a> </div> <div class="cws-content-block__asset cws-grid__col--span-5"> <div class=" cws-media-block "> <div class="cws-media-block__asset"> <div class="cws-media-block__image"> <picture> <source type="image/webp" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/ZUZQQlOWQJCLkNfAHcqRlQDCE6YKTIEU4KJXy5NthKztHzbW6tP0hZWoAht06W2dLg-ClCYPU6ZE=e14-rw-lo-sc0xffffff-w800 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/ZUZQQlOWQJCLkNfAHcqRlQDCE6YKTIEU4KJXy5NthKztHzbW6tP0hZWoAht06W2dLg-ClCYPU6ZE=e14-rw-lo-sc0xffffff-w1600 2x"> <source type="image/jpeg" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/ZUZQQlOWQJCLkNfAHcqRlQDCE6YKTIEU4KJXy5NthKztHzbW6tP0hZWoAht06W2dLg-ClCYPU6ZE=e14-rj-sc0xffffff-w800 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/ZUZQQlOWQJCLkNfAHcqRlQDCE6YKTIEU4KJXy5NthKztHzbW6tP0hZWoAht06W2dLg-ClCYPU6ZE=e14-rj-sc0xffffff-w1600 2x"> <img alt="Vertex AI portfolio " class="" loading="lazy" src="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/ZUZQQlOWQJCLkNfAHcqRlQDCE6YKTIEU4KJXy5NthKztHzbW6tP0hZWoAht06W2dLg-ClCYPU6ZE=e14-rj-sc0xffffff-w800" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/ZUZQQlOWQJCLkNfAHcqRlQDCE6YKTIEU4KJXy5NthKztHzbW6tP0hZWoAht06W2dLg-ClCYPU6ZE=e14-rj-sc0xffffff-w1600 2x"> </picture> </div> </div> <p class="cws-media-block__content cws-caption"> Vertex AI enables faster innovation with enterprise-ready generative AI </p> </div> </div> </div> </div> </div> </div> </div> </div> </div> </section> <section id="common_uses"> <div class="cws-jump-section" data-cws-menu-text="Common Uses"> <p class=" cws-spacer-2--bottom cws-eyebrow ">Common Uses</p> <div class="common-uses-module cws-spacer-5--bottom" track-metadata-module="common use" track-metadata-module_headline="common use section"> <div class="cws-spacer-4--top"> <h4 class="cws-headline--headline-4 cws-spacer-2--bottom cws-jump-section" data-cws-is-sub-section="" id="build-with-generative-ai" data-text="Build with generative AI">Build with generative AI</h4> <cws-tabs-group> <div class="cws-tab-group" title="Tutorials, quickstarts, & labs" icon="build" hidden=""> <div> <div> <div class="cws-grid cws-spacer-4--bottom"> <div class="cws-grid__col--span-6"> <div> <h5 class="cws-headline--headline-5" id="get-an-introduction-to-generative-ai-on-vertex-ai" data-text="Get an introduction to generative AI on Vertex AI">Get an introduction to generative AI on Vertex AI</h5> <p class="cws-body"> Vertex AI’s Generative AI Studio offers a Google Cloud console tool for rapidly prototyping and testing generative AI models. Learn how you can use Generative AI Studio to test models using prompt samples, design and save prompts, tune a foundation model, and convert between speech and text. </p> <a class=" cws-button cws-button--low-emphasis cws-button--align-left " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/generative-ai/learn/generative-ai-studio" track-name="view documentation overview" track-type="button" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/generative-ai/learn/generative-ai-studio" track-metadata-modifier="low-emphasis"> View documentation overview </a> </div> </div> <div class="cws-grid__col--span-6"> <div class=" cws-media-block "> <div class="cws-media-block__asset"> <a class=" cws-media-block__link cws-media-block__link--zoom " href="#lightbox6" data-modal-dialog-id="lightbox6" track-name="generative ai ui in vertex" track-type="media block" track-metadata-eventdetail="cloud.google.com" aria-label="Generative AI UI in Vertex "> <div class="cws-media-block__image"> <picture> <source type="image/webp" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/fdmNKv4TF4xsn4cWj_t5Fu4-ofOK9wKJYY5fw0PN9ZdrEpEAY0IRH-XfajYovsGHnVY2jq8rUB0B=e14-rw-lo-sc0xffffff-w953 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/fdmNKv4TF4xsn4cWj_t5Fu4-ofOK9wKJYY5fw0PN9ZdrEpEAY0IRH-XfajYovsGHnVY2jq8rUB0B=e14-rw-lo-sc0xffffff-w1906 2x"> <source type="image/jpeg" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/fdmNKv4TF4xsn4cWj_t5Fu4-ofOK9wKJYY5fw0PN9ZdrEpEAY0IRH-XfajYovsGHnVY2jq8rUB0B=e14-rj-sc0xffffff-w953 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/fdmNKv4TF4xsn4cWj_t5Fu4-ofOK9wKJYY5fw0PN9ZdrEpEAY0IRH-XfajYovsGHnVY2jq8rUB0B=e14-rj-sc0xffffff-w1906 2x"> <img alt="Generative AI UI in Vertex " class loading="lazy" src="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/fdmNKv4TF4xsn4cWj_t5Fu4-ofOK9wKJYY5fw0PN9ZdrEpEAY0IRH-XfajYovsGHnVY2jq8rUB0B=e14-rj-sc0xffffff-w953" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/fdmNKv4TF4xsn4cWj_t5Fu4-ofOK9wKJYY5fw0PN9ZdrEpEAY0IRH-XfajYovsGHnVY2jq8rUB0B=e14-rj-sc0xffffff-w1906 2x"> </picture> </div> <span class="cws-media-block__icon" aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" height="24" width="24" fill="none"><path d="M19.6 21 13.3 14.7Q12.55 15.3 11.575 15.65Q10.6 16 9.5 16Q6.775 16 4.888 14.113Q3 12.225 3 9.5Q3 6.775 4.888 4.887Q6.775 3 9.5 3Q12.225 3 14.113 4.887Q16 6.775 16 9.5Q16 10.6 15.65 11.575Q15.3 12.55 14.7 13.3L21 19.6ZM9.5 14Q11.375 14 12.688 12.688Q14 11.375 14 9.5Q14 7.625 12.688 6.312Q11.375 5 9.5 5Q7.625 5 6.312 6.312Q5 7.625 5 9.5Q5 11.375 6.312 12.688Q7.625 14 9.5 14ZM10.5 12.5H8.5V10.5H6.5V8.5H8.5V6.5H10.5V8.5H12.5V10.5H10.5Z"></path></svg> </span> </a> </div> </div> <devsite-lightbox height="500" width="900" id="lightbox6"> <picture> <source type="image/webp" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/fdmNKv4TF4xsn4cWj_t5Fu4-ofOK9wKJYY5fw0PN9ZdrEpEAY0IRH-XfajYovsGHnVY2jq8rUB0B=e14-rw-lo-sc0xffffff-w953 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/fdmNKv4TF4xsn4cWj_t5Fu4-ofOK9wKJYY5fw0PN9ZdrEpEAY0IRH-XfajYovsGHnVY2jq8rUB0B=e14-rw-lo-sc0xffffff-w1906 2x"> <source type="image/jpeg" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/fdmNKv4TF4xsn4cWj_t5Fu4-ofOK9wKJYY5fw0PN9ZdrEpEAY0IRH-XfajYovsGHnVY2jq8rUB0B=e14-rj-sc0xffffff-w953 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/fdmNKv4TF4xsn4cWj_t5Fu4-ofOK9wKJYY5fw0PN9ZdrEpEAY0IRH-XfajYovsGHnVY2jq8rUB0B=e14-rj-sc0xffffff-w1906 2x"> <img alt="Generative AI UI in Vertex " class="" loading="lazy" src="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/fdmNKv4TF4xsn4cWj_t5Fu4-ofOK9wKJYY5fw0PN9ZdrEpEAY0IRH-XfajYovsGHnVY2jq8rUB0B=e14-rj-sc0xffffff-w953" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/fdmNKv4TF4xsn4cWj_t5Fu4-ofOK9wKJYY5fw0PN9ZdrEpEAY0IRH-XfajYovsGHnVY2jq8rUB0B=e14-rj-sc0xffffff-w1906 2x"> </picture> </devsite-lightbox> </div> </div> <div class="cws-spacer-4--top"> <ul class="cws-grid cws-cards cws-cards--compact"> <li class="cws-grid__col--span-4"> <a class=" cws-card cws-card--condensed " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/generative-ai/learn/models" track-name="view available models in generative ai studio" track-type="card" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/generative-ai/learn/models" track-metadata-child_headline="view available models in generative ai studio"> <div class="cws-card__inner"> <div class="cws-card__content"> <div class="cws-headline cws-headline--headline-6">View <span style="text-decoration: underline;"><span style="color: rgb(66, 133, 244); text-decoration: underline;">available models</span></span> in Generative AI Studio</div> </div> </div> </a> </li> <li class="cws-grid__col--span-4"> <a class=" cws-card cws-card--condensed " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/generative-ai/learn/models#language_support" track-name="supported languages for vertex ai palm api" track-type="card" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/generative-ai/learn/models" track-metadata-child_headline="supported languages for vertex ai palm api"> <div class="cws-card__inner"> <div class="cws-card__content"> <div class="cws-headline cws-headline--headline-6"><span style="text-decoration: underline;"><span style="color: rgb(66, 133, 244); text-decoration: underline;">Supported languages</span></span> for Vertex AI PaLM API </div> </div> </div> </a> </li> <li class="cws-grid__col--span-4"> <a class=" cws-card cws-card--condensed " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/generative-ai/learn/prompt-samples" track-name="generative ai prompt samples" track-type="card" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/generative-ai/learn/prompt-samples" track-metadata-child_headline="generative ai prompt samples"> <div class="cws-card__inner"> <div class="cws-card__content"> <div class="cws-headline cws-headline--headline-6">Generative AI <span style="text-decoration: underline;"><span style="color: rgb(66, 133, 244); text-decoration: underline;">prompt samples</span></span></div> </div> </div> </a> </li> </ul> </div> <div class="cws-spacer-3--top"> <p class="cws-headline--headline-6 richtext"> <p>See how to <a href="http://web.archive.org/web/20230903115116/https://www.youtube.com/watch?v=4A4W03qUTsw" class="cws-link lb" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-name="tune llms" track-type="inline link" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-video-id="4A4W03qUTsw" track-metadata-module="common use" track-metadata-module_headline="common use section">tune LLMs</a> in Generative AI Studio.</p> </p> </div> </div> </div> </div> </cws-tabs-group> </div> <div class="cws-spacer-4--top"> <h4 class="cws-headline--headline-4 cws-spacer-2--bottom cws-jump-section" data-cws-is-sub-section="" id="extract,-summarize,-and-classify-data" data-text="Extract, summarize, and classify data ">Extract, summarize, and classify data </h4> <cws-tabs-group> <div class="cws-tab-group" title="Tutorials, quickstarts, & labs" icon="build" hidden=""> <div> <div> <div class="cws-grid cws-spacer-4--bottom"> <div class="cws-grid__col--span-6"> <div> <h5 class="cws-headline--headline-5" id="use-gen-ai-for-summarization,-classification,-and-extraction" data-text="Use gen AI for summarization, classification, and extraction">Use gen AI for summarization, classification, and extraction</h5> <p class="cws-body"> Learn how to create text prompts for handling any number of tasks with Vertex AI’s generative AI support. Some of the most common tasks are classification, summarization, and extraction. Vertex AI’s PaLM API for text lets you design prompts with flexibility in terms of their structure and format. </p> <a class=" cws-button cws-button--low-emphasis cws-button--align-left " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/generative-ai/text/text-overview" track-name="view text prompt design docs" track-type="button" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/generative-ai/text/text-overview" track-metadata-modifier="low-emphasis"> View text prompt design docs </a> </div> </div> <div class="cws-grid__col--span-6"> <div class=" cws-media-block "> <div class="cws-media-block__asset"> <a class=" cws-media-block__link cws-media-block__link--zoom " href="#lightbox7" data-modal-dialog-id="lightbox7" track-name="data in a spreadsheet" track-type="media block" track-metadata-eventdetail="cloud.google.com" aria-label="Data in a spreadsheet"> <div class="cws-media-block__image"> <picture> <source type="image/webp" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/aMElTNh5WyW4tNgvdSIX25THbU_TjxySBpdInMJnwVtmeW7Gx938VAJlbPCoRYDXH1oq3fb6CRs=e14-rw-lo-sc0xffffff-w953 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/aMElTNh5WyW4tNgvdSIX25THbU_TjxySBpdInMJnwVtmeW7Gx938VAJlbPCoRYDXH1oq3fb6CRs=e14-rw-lo-sc0xffffff-w1906 2x"> <source type="image/jpeg" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/aMElTNh5WyW4tNgvdSIX25THbU_TjxySBpdInMJnwVtmeW7Gx938VAJlbPCoRYDXH1oq3fb6CRs=e14-rj-sc0xffffff-w953 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/aMElTNh5WyW4tNgvdSIX25THbU_TjxySBpdInMJnwVtmeW7Gx938VAJlbPCoRYDXH1oq3fb6CRs=e14-rj-sc0xffffff-w1906 2x"> <img alt="Data in a spreadsheet" class loading="lazy" src="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/aMElTNh5WyW4tNgvdSIX25THbU_TjxySBpdInMJnwVtmeW7Gx938VAJlbPCoRYDXH1oq3fb6CRs=e14-rj-sc0xffffff-w953" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/aMElTNh5WyW4tNgvdSIX25THbU_TjxySBpdInMJnwVtmeW7Gx938VAJlbPCoRYDXH1oq3fb6CRs=e14-rj-sc0xffffff-w1906 2x"> </picture> </div> <span class="cws-media-block__icon" aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" height="24" width="24" fill="none"><path d="M19.6 21 13.3 14.7Q12.55 15.3 11.575 15.65Q10.6 16 9.5 16Q6.775 16 4.888 14.113Q3 12.225 3 9.5Q3 6.775 4.888 4.887Q6.775 3 9.5 3Q12.225 3 14.113 4.887Q16 6.775 16 9.5Q16 10.6 15.65 11.575Q15.3 12.55 14.7 13.3L21 19.6ZM9.5 14Q11.375 14 12.688 12.688Q14 11.375 14 9.5Q14 7.625 12.688 6.312Q11.375 5 9.5 5Q7.625 5 6.312 6.312Q5 7.625 5 9.5Q5 11.375 6.312 12.688Q7.625 14 9.5 14ZM10.5 12.5H8.5V10.5H6.5V8.5H8.5V6.5H10.5V8.5H12.5V10.5H10.5Z"></path></svg> </span> </a> </div> </div> <devsite-lightbox height="500" width="900" id="lightbox7"> <picture> <source type="image/webp" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/aMElTNh5WyW4tNgvdSIX25THbU_TjxySBpdInMJnwVtmeW7Gx938VAJlbPCoRYDXH1oq3fb6CRs=e14-rw-lo-sc0xffffff-w953 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/aMElTNh5WyW4tNgvdSIX25THbU_TjxySBpdInMJnwVtmeW7Gx938VAJlbPCoRYDXH1oq3fb6CRs=e14-rw-lo-sc0xffffff-w1906 2x"> <source type="image/jpeg" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/aMElTNh5WyW4tNgvdSIX25THbU_TjxySBpdInMJnwVtmeW7Gx938VAJlbPCoRYDXH1oq3fb6CRs=e14-rj-sc0xffffff-w953 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/aMElTNh5WyW4tNgvdSIX25THbU_TjxySBpdInMJnwVtmeW7Gx938VAJlbPCoRYDXH1oq3fb6CRs=e14-rj-sc0xffffff-w1906 2x"> <img alt="Data in a spreadsheet" class="" loading="lazy" src="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/aMElTNh5WyW4tNgvdSIX25THbU_TjxySBpdInMJnwVtmeW7Gx938VAJlbPCoRYDXH1oq3fb6CRs=e14-rj-sc0xffffff-w953" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/aMElTNh5WyW4tNgvdSIX25THbU_TjxySBpdInMJnwVtmeW7Gx938VAJlbPCoRYDXH1oq3fb6CRs=e14-rj-sc0xffffff-w1906 2x"> </picture> </devsite-lightbox> </div> </div> <div class="cws-spacer-4--top"> <ul class="cws-grid cws-cards cws-cards--compact"> <li class="cws-grid__col--span-4"> <a class=" cws-card cws-card--condensed " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/generative-ai/text/extraction-prompts" track-name="learn how to design extraction prompts" track-type="card" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/generative-ai/text/extraction-prompts" track-metadata-child_headline="learn how to design extraction prompts"> <div class="cws-card__inner"> <div class="cws-card__content"> <div class="cws-headline cws-headline--headline-6">Learn how to design <span style="text-decoration: underline;"><span style="color: rgb(66, 133, 244); text-decoration: underline;">extraction prompts</span></span></div> </div> </div> </a> </li> <li class="cws-grid__col--span-4"> <a class=" cws-card cws-card--condensed " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/generative-ai/learn/prompt-samples" track-name="view all generative ai prompt samples" track-type="card" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/generative-ai/learn/prompt-samples" track-metadata-child_headline="view all generative ai prompt samples"> <div class="cws-card__inner"> <div class="cws-card__content"> <div class="cws-headline cws-headline--headline-6">View all generative AI <span style="text-decoration: underline;"><span style="color: rgb(66, 133, 244); text-decoration: underline;">prompt samples</span></span></div> </div> </div> </a> </li> <li class="cws-grid__col--span-4"> <a class=" cws-card cws-card--condensed " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/generative-ai/text/classification-prompts" track-name="learn how to design classification prompts" track-type="card" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/generative-ai/text/classification-prompts" track-metadata-child_headline="learn how to design classification prompts"> <div class="cws-card__inner"> <div class="cws-card__content"> <div class="cws-headline cws-headline--headline-6">Learn how to design <span style="text-decoration: underline;"><span style="color: rgb(66, 133, 244); text-decoration: underline;">classification prompts</span></span></div> </div> </div> </a> </li> </ul> </div> <div class="cws-spacer-3--top"> <p class="cws-headline--headline-6 richtext"> <p>See how you can <a href="http://web.archive.org/web/20230903115116/https://www.youtube.com/watch?v=YHAtQNxH-i0" class="cws-link lb" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-name="accelerate research and discovery" track-type="inline link" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-video-id="YHAtQNxH-i0">accelerate research and discovery</a> with generative AI.</p> </p> </div> </div> </div> </div> </cws-tabs-group> </div> <div class="cws-spacer-4--top"> <h4 class="cws-headline--headline-4 cws-spacer-2--bottom cws-jump-section" data-cws-is-sub-section="" id="train-custom-ml-models" data-text="Train custom ML models">Train custom ML models</h4> <cws-tabs-group> <div class="cws-tab-group" title="Tutorials, quickstarts, & labs" icon="build" hidden=""> <div> <div> <div class="cws-grid cws-spacer-4--bottom"> <div class="cws-grid__col--span-6"> <div> <h5 class="cws-headline--headline-5" id="custom-ml-training-overview-and-documentation" data-text="Custom ML training overview and documentation">Custom ML training overview and documentation</h5> <p class="cws-body"> Get an overview of the custom training workflow in Vertex AI, the benefits of custom training, and the various training options that are available. This page also details every step involved in the ML training workflow from preparing data to predictions. </p> <a class=" cws-button cws-button--low-emphasis cws-button--align-left " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/training/overview" track-name="view overview documentation" track-type="button" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/training/overview" track-metadata-modifier="low-emphasis"> View overview documentation </a> </div> </div> <div class="cws-grid__col--span-6"> <div class=" cws-media-block "> <div class="cws-media-block__asset"> <a class=" cws-media-block__link cws-media-block__link--zoom " href="#lightbox8" data-modal-dialog-id="lightbox8" track-name="vertex ai training interface" track-type="media block" track-metadata-eventdetail="cloud.google.com" aria-label="Vertex AI training interface"> <div class="cws-media-block__image"> <picture> <source type="image/webp" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/Aq5RrQJiscXNpIgtdO0zfrVCTlgHlvURUG5NNTHtE66-VDvSHdxdVo0cVic8khH8pRtZ5aS4uGw=e14-rw-lo-sc0xffffff-w953 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/Aq5RrQJiscXNpIgtdO0zfrVCTlgHlvURUG5NNTHtE66-VDvSHdxdVo0cVic8khH8pRtZ5aS4uGw=e14-rw-lo-sc0xffffff-w1906 2x"> <source type="image/jpeg" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/Aq5RrQJiscXNpIgtdO0zfrVCTlgHlvURUG5NNTHtE66-VDvSHdxdVo0cVic8khH8pRtZ5aS4uGw=e14-rj-sc0xffffff-w953 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/Aq5RrQJiscXNpIgtdO0zfrVCTlgHlvURUG5NNTHtE66-VDvSHdxdVo0cVic8khH8pRtZ5aS4uGw=e14-rj-sc0xffffff-w1906 2x"> <img alt="Vertex AI training interface" class loading="lazy" src="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/Aq5RrQJiscXNpIgtdO0zfrVCTlgHlvURUG5NNTHtE66-VDvSHdxdVo0cVic8khH8pRtZ5aS4uGw=e14-rj-sc0xffffff-w953" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/Aq5RrQJiscXNpIgtdO0zfrVCTlgHlvURUG5NNTHtE66-VDvSHdxdVo0cVic8khH8pRtZ5aS4uGw=e14-rj-sc0xffffff-w1906 2x"> </picture> </div> <span class="cws-media-block__icon" aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" height="24" width="24" fill="none"><path d="M19.6 21 13.3 14.7Q12.55 15.3 11.575 15.65Q10.6 16 9.5 16Q6.775 16 4.888 14.113Q3 12.225 3 9.5Q3 6.775 4.888 4.887Q6.775 3 9.5 3Q12.225 3 14.113 4.887Q16 6.775 16 9.5Q16 10.6 15.65 11.575Q15.3 12.55 14.7 13.3L21 19.6ZM9.5 14Q11.375 14 12.688 12.688Q14 11.375 14 9.5Q14 7.625 12.688 6.312Q11.375 5 9.5 5Q7.625 5 6.312 6.312Q5 7.625 5 9.5Q5 11.375 6.312 12.688Q7.625 14 9.5 14ZM10.5 12.5H8.5V10.5H6.5V8.5H8.5V6.5H10.5V8.5H12.5V10.5H10.5Z"></path></svg> </span> </a> </div> </div> <devsite-lightbox height="500" width="900" id="lightbox8"> <picture> <source type="image/webp" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/Aq5RrQJiscXNpIgtdO0zfrVCTlgHlvURUG5NNTHtE66-VDvSHdxdVo0cVic8khH8pRtZ5aS4uGw=e14-rw-lo-sc0xffffff-w953 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/Aq5RrQJiscXNpIgtdO0zfrVCTlgHlvURUG5NNTHtE66-VDvSHdxdVo0cVic8khH8pRtZ5aS4uGw=e14-rw-lo-sc0xffffff-w1906 2x"> <source type="image/jpeg" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/Aq5RrQJiscXNpIgtdO0zfrVCTlgHlvURUG5NNTHtE66-VDvSHdxdVo0cVic8khH8pRtZ5aS4uGw=e14-rj-sc0xffffff-w953 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/Aq5RrQJiscXNpIgtdO0zfrVCTlgHlvURUG5NNTHtE66-VDvSHdxdVo0cVic8khH8pRtZ5aS4uGw=e14-rj-sc0xffffff-w1906 2x"> <img alt="Vertex AI training interface" class="" loading="lazy" src="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/Aq5RrQJiscXNpIgtdO0zfrVCTlgHlvURUG5NNTHtE66-VDvSHdxdVo0cVic8khH8pRtZ5aS4uGw=e14-rj-sc0xffffff-w953" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/Aq5RrQJiscXNpIgtdO0zfrVCTlgHlvURUG5NNTHtE66-VDvSHdxdVo0cVic8khH8pRtZ5aS4uGw=e14-rj-sc0xffffff-w1906 2x"> </picture> </devsite-lightbox> </div> </div> <div class="cws-spacer-4--top"> <ul class="cws-grid cws-cards cws-cards--compact"> <li class="cws-grid__col--span-4"> <a class=" cws-card cws-card--condensed " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/start/training-guide" track-name="custom training beginners guide" track-type="card" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/start/training-guide" track-metadata-child_headline="custom training beginners guide"> <div class="cws-card__inner"> <div class="cws-card__content"> <div class="cws-headline cws-headline--headline-6">Custom training <span style="text-decoration: underline;"><span style="color: rgb(66, 133, 244); text-decoration: underline;">beginner's guide</span></span></div> </div> </div> </a> </li> <li class="cws-grid__col--span-4"> <a class=" cws-card cws-card--condensed " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/tutorials/tabular-bq-prediction" track-name="train a model using vertex ai and the python sdk" track-type="card" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/tutorials/tabular-bq-prediction" track-metadata-child_headline="train a model using vertex ai and the python sdk"> <div class="cws-card__inner"> <div class="cws-card__content"> <div class="cws-headline cws-headline--headline-6"><span>Train a model using <span style="text-decoration: underline;"><span style="color: rgb(66, 133, 244); text-decoration: underline;">Vertex AI and the Python SDK</span></span></span></div> </div> </div> </a> </li> <li class="cws-grid__col--span-4"> <a class=" cws-card cws-card--condensed " href="http://web.archive.org/web/20230903115116/https://www.cloudskillsboost.google/quests/183" target="_blank" rel="noopener" track-name="learn to build and deploy machine learning solutions on vertex ai" track-type="card" track-metadata-eventdetail="www.cloudskillsboost.google/quests/183" track-metadata-child_headline="learn to build and deploy machine learning solutions on vertex ai"> <div class="cws-card__inner"> <div class="cws-card__content"> <div class="cws-headline cws-headline--headline-6">Learn to <span style="color: rgb(66, 133, 244);"><span style="text-decoration: underline;">build and deploy</span> </span>machine learning solutions on Vertex AI<span></span></div> </div> </div> </a> </li> </ul> </div> <div class="cws-spacer-3--top"> <p class="cws-headline--headline-6 richtext"> <p>Get a <a href="http://web.archive.org/web/20230903115116/https://www.youtube.com/watch?v=VRQXIiNLdAk" class="cws-link lb" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-name="video walkthrough" track-type="inline link" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-video-id="VRQXIiNLdAk">video walkthrough</a> of the steps required to train custom models on Vertex AI. </p> </p> </div> </div> </div> </div> </cws-tabs-group> </div> <div class="cws-spacer-4--top"> <h4 class="cws-headline--headline-4 cws-spacer-2--bottom cws-jump-section" data-cws-is-sub-section="" id="train-models-with-minimal-ml-expertise" data-text="Train models with minimal ML expertise">Train models with minimal ML expertise</h4> <cws-tabs-group> <div class="cws-tab-group" title="Tutorials, quickstarts, & labs" icon="build" hidden=""> <div> <div> <div class="cws-grid cws-spacer-4--bottom"> <div class="cws-grid__col--span-6"> <div> <h5 class="cws-headline--headline-5" id="train-and-create-ml-models-with-minimal-technical-expertise" data-text="Train and create ML models with minimal technical expertise ">Train and create ML models with minimal technical expertise </h5> <p class="cws-body"> This guide walks you through how Vertex AI’s AutoML how to create and train high-quality custom machine learning models with minimal effort and machine learning expertise. This is perfect for those looking well to automate the tedious and time-consuming work of manually curating videos, images, texts, and tables. </p> <a class=" cws-button cws-button--low-emphasis cws-button--align-left " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/beginner/beginners-guide" track-name="view automl beginners guide" track-type="button" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/beginner/beginners-guide" track-metadata-modifier="low-emphasis"> View AutoML beginner's guide </a> </div> </div> <div class="cws-grid__col--span-6"> <div class=" cws-media-block "> <div class="cws-media-block__asset"> <a class=" cws-media-block__link cws-media-block__link--zoom " href="#lightbox9" data-modal-dialog-id="lightbox9" track-name="image data in vertex ai" track-type="media block" track-metadata-eventdetail="cloud.google.com" aria-label="Image data in Vertex AI"> <div class="cws-media-block__image"> <picture> <source type="image/webp" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/uNkwngfygz-061ST3Ec_uWANDk8FEKgkpbjTxe3qzcQCbxpZQVpYwj0K6Nc98XJtoN7JlULnna8=e14-rw-lo-sc0xffffff-w953 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/uNkwngfygz-061ST3Ec_uWANDk8FEKgkpbjTxe3qzcQCbxpZQVpYwj0K6Nc98XJtoN7JlULnna8=e14-rw-lo-sc0xffffff-w1906 2x"> <source type="image/jpeg" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/uNkwngfygz-061ST3Ec_uWANDk8FEKgkpbjTxe3qzcQCbxpZQVpYwj0K6Nc98XJtoN7JlULnna8=e14-rj-sc0xffffff-w953 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/uNkwngfygz-061ST3Ec_uWANDk8FEKgkpbjTxe3qzcQCbxpZQVpYwj0K6Nc98XJtoN7JlULnna8=e14-rj-sc0xffffff-w1906 2x"> <img alt="Image data in Vertex AI" class loading="lazy" src="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/uNkwngfygz-061ST3Ec_uWANDk8FEKgkpbjTxe3qzcQCbxpZQVpYwj0K6Nc98XJtoN7JlULnna8=e14-rj-sc0xffffff-w953" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/uNkwngfygz-061ST3Ec_uWANDk8FEKgkpbjTxe3qzcQCbxpZQVpYwj0K6Nc98XJtoN7JlULnna8=e14-rj-sc0xffffff-w1906 2x"> </picture> </div> <span class="cws-media-block__icon" aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" height="24" width="24" fill="none"><path d="M19.6 21 13.3 14.7Q12.55 15.3 11.575 15.65Q10.6 16 9.5 16Q6.775 16 4.888 14.113Q3 12.225 3 9.5Q3 6.775 4.888 4.887Q6.775 3 9.5 3Q12.225 3 14.113 4.887Q16 6.775 16 9.5Q16 10.6 15.65 11.575Q15.3 12.55 14.7 13.3L21 19.6ZM9.5 14Q11.375 14 12.688 12.688Q14 11.375 14 9.5Q14 7.625 12.688 6.312Q11.375 5 9.5 5Q7.625 5 6.312 6.312Q5 7.625 5 9.5Q5 11.375 6.312 12.688Q7.625 14 9.5 14ZM10.5 12.5H8.5V10.5H6.5V8.5H8.5V6.5H10.5V8.5H12.5V10.5H10.5Z"></path></svg> </span> </a> </div> </div> <devsite-lightbox height="500" width="900" id="lightbox9"> <picture> <source type="image/webp" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/uNkwngfygz-061ST3Ec_uWANDk8FEKgkpbjTxe3qzcQCbxpZQVpYwj0K6Nc98XJtoN7JlULnna8=e14-rw-lo-sc0xffffff-w953 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/uNkwngfygz-061ST3Ec_uWANDk8FEKgkpbjTxe3qzcQCbxpZQVpYwj0K6Nc98XJtoN7JlULnna8=e14-rw-lo-sc0xffffff-w1906 2x"> <source type="image/jpeg" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/uNkwngfygz-061ST3Ec_uWANDk8FEKgkpbjTxe3qzcQCbxpZQVpYwj0K6Nc98XJtoN7JlULnna8=e14-rj-sc0xffffff-w953 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/uNkwngfygz-061ST3Ec_uWANDk8FEKgkpbjTxe3qzcQCbxpZQVpYwj0K6Nc98XJtoN7JlULnna8=e14-rj-sc0xffffff-w1906 2x"> <img alt="Image data in Vertex AI" class="" loading="lazy" src="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/uNkwngfygz-061ST3Ec_uWANDk8FEKgkpbjTxe3qzcQCbxpZQVpYwj0K6Nc98XJtoN7JlULnna8=e14-rj-sc0xffffff-w953" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/uNkwngfygz-061ST3Ec_uWANDk8FEKgkpbjTxe3qzcQCbxpZQVpYwj0K6Nc98XJtoN7JlULnna8=e14-rj-sc0xffffff-w1906 2x"> </picture> </devsite-lightbox> </div> </div> <div class="cws-spacer-4--top"> <ul class="cws-grid cws-cards cws-cards--compact"> <li class="cws-grid__col--span-4"> <a class=" cws-card cws-card--condensed " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/training-overview#tabular_data" track-name="view automl docs for tabular data" track-type="card" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/training-overview" track-metadata-child_headline="view automl docs for tabular data"> <div class="cws-card__inner"> <div class="cws-card__content"> <div class="cws-headline cws-headline--headline-6">View AutoML docs for <span style="text-decoration: underline;"><span style="color: rgb(66, 133, 244); text-decoration: underline;">tabular data</span></span></div> </div> </div> </a> </li> <li class="cws-grid__col--span-4"> <a class=" cws-card cws-card--condensed " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/start/automl-model-types#image" track-name="view automl docs for image data" track-type="card" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/start/automl-model-types" track-metadata-child_headline="view automl docs for image data"> <div class="cws-card__inner"> <div class="cws-card__content"> <div class="cws-headline cws-headline--headline-6">View AutoML docs for <span style="text-decoration: underline;"><span style="color: rgb(66, 133, 244); text-decoration: underline;">image data</span></span></div> </div> </div> </a> </li> <li class="cws-grid__col--span-4"> <a class=" cws-card cws-card--condensed " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/start/automl-model-types#text" track-name="view automl docs for text data" track-type="card" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/start/automl-model-types" track-metadata-child_headline="view automl docs for text data"> <div class="cws-card__inner"> <div class="cws-card__content"> <div class="cws-headline cws-headline--headline-6">View AutoML docs for <span style="text-decoration: underline; color: rgb(66, 133, 244);">text data</span></div> </div> </div> </a> </li> </ul> </div> <div class="cws-spacer-3--top"> </div> </div> </div> </div> </cws-tabs-group> </div> <div class="cws-spacer-4--top"> <h4 class="cws-headline--headline-4 cws-spacer-2--bottom cws-jump-section" data-cws-is-sub-section="" id="deploy-a-model-for-production-use" data-text="Deploy a model for production use ">Deploy a model for production use </h4> <cws-tabs-group> <div class="cws-tab-group" title="Tutorials, quickstarts, & labs" icon="build" hidden=""> <div> <div> <div class="cws-grid cws-spacer-4--bottom"> <div class="cws-grid__col--span-6"> <div> <h5 class="cws-headline--headline-5" id="deploy-for-batch-or-online-predictions" data-text="Deploy for batch or online predictions">Deploy for batch or online predictions</h5> <p class="cws-body"> When you're ready to use your model to solve a real-world problem, register your model to Vertex AI Model Registry and use the Vertex AI prediction service for batch and online predictions. </p> <a class=" cws-button cws-button--low-emphasis cws-button--align-left " href="http://web.archive.org/web/20230903115116/https://www.youtube.com/watch?v=-9fU1xwBQYU" target="_blank" rel="noopener" track-name="learn how to get predictions from an ml model" track-type="button" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-video-id="-9fU1xwBQYU" track-metadata-modifier="low-emphasis"> Learn how to get predictions from an ML model </a> </div> </div> <div class="cws-grid__col--span-6"> <div class=" cws-media-block "> <div class="cws-media-block__asset"> <a class=" cws-media-block__link cws-media-block__link--zoom " href="#lightbox10" data-modal-dialog-id="lightbox10" track-name="ml model preditin" track-type="media block" track-metadata-eventdetail="cloud.google.com" aria-label="ML model preditin"> <div class="cws-media-block__image"> <picture> <source type="image/webp" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/wYX4OLO2E7pm-4xk_C-tcovfmXSfXmFfcnxiVvryTdfUXi9y6LcIWgF_6a5A2FguhL4XFgiBTQrj=e14-rw-lo-sc0xffffff-w953 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/wYX4OLO2E7pm-4xk_C-tcovfmXSfXmFfcnxiVvryTdfUXi9y6LcIWgF_6a5A2FguhL4XFgiBTQrj=e14-rw-lo-sc0xffffff-w1906 2x"> <source type="image/jpeg" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/wYX4OLO2E7pm-4xk_C-tcovfmXSfXmFfcnxiVvryTdfUXi9y6LcIWgF_6a5A2FguhL4XFgiBTQrj=e14-rj-sc0xffffff-w953 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/wYX4OLO2E7pm-4xk_C-tcovfmXSfXmFfcnxiVvryTdfUXi9y6LcIWgF_6a5A2FguhL4XFgiBTQrj=e14-rj-sc0xffffff-w1906 2x"> <img alt="ML model preditin" class loading="lazy" src="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/wYX4OLO2E7pm-4xk_C-tcovfmXSfXmFfcnxiVvryTdfUXi9y6LcIWgF_6a5A2FguhL4XFgiBTQrj=e14-rj-sc0xffffff-w953" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/wYX4OLO2E7pm-4xk_C-tcovfmXSfXmFfcnxiVvryTdfUXi9y6LcIWgF_6a5A2FguhL4XFgiBTQrj=e14-rj-sc0xffffff-w1906 2x"> </picture> </div> <span class="cws-media-block__icon" aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" height="24" width="24" fill="none"><path d="M19.6 21 13.3 14.7Q12.55 15.3 11.575 15.65Q10.6 16 9.5 16Q6.775 16 4.888 14.113Q3 12.225 3 9.5Q3 6.775 4.888 4.887Q6.775 3 9.5 3Q12.225 3 14.113 4.887Q16 6.775 16 9.5Q16 10.6 15.65 11.575Q15.3 12.55 14.7 13.3L21 19.6ZM9.5 14Q11.375 14 12.688 12.688Q14 11.375 14 9.5Q14 7.625 12.688 6.312Q11.375 5 9.5 5Q7.625 5 6.312 6.312Q5 7.625 5 9.5Q5 11.375 6.312 12.688Q7.625 14 9.5 14ZM10.5 12.5H8.5V10.5H6.5V8.5H8.5V6.5H10.5V8.5H12.5V10.5H10.5Z"></path></svg> </span> </a> </div> </div> <devsite-lightbox height="500" width="900" id="lightbox10"> <picture> <source type="image/webp" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/wYX4OLO2E7pm-4xk_C-tcovfmXSfXmFfcnxiVvryTdfUXi9y6LcIWgF_6a5A2FguhL4XFgiBTQrj=e14-rw-lo-sc0xffffff-w953 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/wYX4OLO2E7pm-4xk_C-tcovfmXSfXmFfcnxiVvryTdfUXi9y6LcIWgF_6a5A2FguhL4XFgiBTQrj=e14-rw-lo-sc0xffffff-w1906 2x"> <source type="image/jpeg" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/wYX4OLO2E7pm-4xk_C-tcovfmXSfXmFfcnxiVvryTdfUXi9y6LcIWgF_6a5A2FguhL4XFgiBTQrj=e14-rj-sc0xffffff-w953 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/wYX4OLO2E7pm-4xk_C-tcovfmXSfXmFfcnxiVvryTdfUXi9y6LcIWgF_6a5A2FguhL4XFgiBTQrj=e14-rj-sc0xffffff-w1906 2x"> <img alt="ML model preditin" class="" loading="lazy" src="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/wYX4OLO2E7pm-4xk_C-tcovfmXSfXmFfcnxiVvryTdfUXi9y6LcIWgF_6a5A2FguhL4XFgiBTQrj=e14-rj-sc0xffffff-w953" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/wYX4OLO2E7pm-4xk_C-tcovfmXSfXmFfcnxiVvryTdfUXi9y6LcIWgF_6a5A2FguhL4XFgiBTQrj=e14-rj-sc0xffffff-w1906 2x"> </picture> </devsite-lightbox> </div> </div> <div class="cws-spacer-4--top"> <ul class="cws-grid cws-cards cws-cards--compact"> <li class="cws-grid__col--span-4"> <a class=" cws-card cws-card--condensed " href="http://web.archive.org/web/20230903115116/https://goo.gle/3Al7rZN" target="_blank" rel="noopener" track-name="get hands on with a vertex ai predictions codelab" track-type="card" track-metadata-eventdetail="goo.gle/3Al7rZN" track-metadata-child_headline="get hands on with a vertex ai predictions codelab"> <div class="cws-card__inner"> <div class="cws-card__content"> <div class="cws-headline cws-headline--headline-6">Get hands on with a Vertex AI Predictions <span style="text-decoration: underline;"><span style="color: rgb(66, 133, 244); text-decoration: underline;">codelab</span></span></div> </div> </div> </a> </li> <li class="cws-grid__col--span-4"> <a class=" cws-card cws-card--condensed " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/blog/topics/developers-practitioners/simplify-model-serving-custom-prediction-routines-vertex-ai" track-name="simplify model serving with custom prediction routines" track-type="card" track-metadata-eventdetail="cloud.google.com/blog/topics/developers-practitioners/simplify-model-serving-custom-prediction-routines-vertex-ai" track-metadata-child_headline="simplify model serving with custom prediction routines"> <div class="cws-card__inner"> <div class="cws-card__content"> <div class="cws-headline cws-headline--headline-6">Simplify model serving with <span style="text-decoration: underline;"><span style="color: rgb(66, 133, 244); text-decoration: underline;">custom prediction routines</span></span></div> </div> </div> </a> </li> <li class="cws-grid__col--span-4"> <a class=" cws-card cws-card--condensed " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/predictions/pre-built-containers" track-name="use prebuilt containers for prediction and explanation" track-type="card" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/predictions/pre-built-containers" track-metadata-child_headline="use prebuilt containers for prediction and explanation"> <div class="cws-card__inner"> <div class="cws-card__content"> <div class="cws-headline cws-headline--headline-6">Use <span style="text-decoration: underline;"><span style="color: rgb(66, 133, 244); text-decoration: underline;">prebuilt containers</span></span> for prediction and explanation</div> </div> </div> </a> </li> </ul> </div> <div class="cws-spacer-3--top"> <p class="cws-headline--headline-6 richtext"> <p>Watch <a href="http://web.archive.org/web/20230903115116/https://www.youtube.com/playlist?list=PLIivdWyY5sqJAyUJbbsc8ZyGLNT4isnuB" class="cws-link" target="_blank" rel="noopener" track-name="prototype to production" track-type="inline link" track-metadata-eventdetail="www.youtube.com/playlist" track-metadata-video-id="">Prototype to Production</a>, a video series that takes you from notebook code to a deployed model.</p> </p> </div> </div> </div> </div> </cws-tabs-group> </div> </div> </div> </section> <section id="pricing"> <div class="cws-jump-section" data-cws-menu-text="Pricing"> <p class=" cws-spacer-2--bottom cws-eyebrow ">Pricing</p> <style> .remove-margin-top { margin-top: 0; } </style> <div class="cws-spacer-5--bottom cws-spacer-4--top" track-metadata-module="pricing table" track-metadata-module_headline="how vertex ai pricing works"> <style> .table-all div.cws-background--grey { background-color: rgb(248, 249, 250); } .table-module .cws-background--grey td { background-color: rgb(248, 249, 250); } </style> <style> .table-module { border-bottom: 1px solid rgb(218, 220, 224); border-collapse: separate; border-left: 1px solid rgb(218, 220, 224); border-radius: 24px; border-right: 1px solid rgb(218, 220, 224); border-top: 1px solid rgb(218, 220, 224); } .table-module td strong { -moz-osx-font-smoothing: grayscale; -webkit-font-smoothing: antialiased; text-rendering: optimizeLegibility; color: rgb(32, 33, 36); font-family: Google Sans, Roboto, Arial, sans-serif; margin: 0; overflow-wrap: initial; word-wrap: initial; font-size: 16px; font-weight: 500; letter-spacing: initial; line-height: 24px; } .table-module td p:first-child { margin-top: 0; } .table-all .pricing .cws-headline--headline-4, .table-all .pricing .cws-headline--headline-2 { color: rgb(30, 142, 62); } .table-all .pricing .cws-headline--headline-2 { margin-top: 0; } .cws-body p { color: #5f6368; } .table-all .pricing .cws-caption { margin-bottom: 8px; margin-top: 0; color: rgb(32, 33, 36); } .table-all .pricing .cws-small-text { margin-top: 8px; margin-bottom: 0; } .table-mobile .pricing .cws-headline--headline-2 { font-weight: 500; } .table-module .row-span-header { padding: 36px 44px 36px 36px; } .table-module .row-span { padding: 36px 36px 36px 0; } .table-module .bottom-right-radius, .table-module tr:last-child td:last-child { border-bottom-right-radius: 24px; } .table-module .bottom-left-radius { border-bottom-left-radius: 24px; } .table-module .row-span.border-below { height: 100%; position: relative; } .table-module .row-span.border-below:after { border-bottom: 1px solid rgb(218, 220, 224); bottom: 0; content: ""; position: absolute; width: 100%; } .table-module .row-span.border-below:last-child:after { width: calc(100% - 41px); } .table-mobile { padding-bottom: 16px; } .table-header-small-screen { padding-bottom: 48px; } .table-header-small-screen .richtext p:first-child { margin-top: 0; } .table-header-small-screen .table-header-first-column { border-radius: 24px 24px 0 0; padding: 36px 40px; } .table-header-small-screen .cws-divider { height: 1.5px; margin: 36px 40px 12px; width: unset; } .table-header-small-screen .cell-header-mobile { padding: 48px 40px 0; color: #202124; } .table-header-small-screen .mobile-span { padding: 24px 40px 0; } .table-header-small-screen .mobile-span strong { -moz-osx-font-smoothing: grayscale; -webkit-font-smoothing: antialiased; text-rendering: optimizeLegibility; color: rgb(32, 33, 36); font-family: Google Sans, Roboto, Arial, sans-serif; margin: 0; overflow-wrap: initial; word-wrap: initial; font-size: 16px; font-weight: 500; letter-spacing: initial; line-height: 24px; } .table-header-small-screen .cws-body p { color: #5f6368; } .table-header-small-screen.table-header { padding-bottom: 0; } .table-module .table-column-headlines th { -moz-osx-font-smoothing: grayscale; -webkit-font-smoothing: antialiased; text-rendering: optimizeLegibility; color: rgb(95, 99, 104); font-family: Roboto, Arial, sans-serif; font-size: 14px; font-weight: 400; letter-spacing: 0.15px; line-height: 24px; background: none; border-bottom: 1px solid rgb(218, 220, 224); color: rgb(95, 99, 104); padding: 24px 34px 24px 0; } .table-module .table-column-headlines th:first-child { padding-left: 34px; } .table-all .table-header { width: 100%; background-color: rgb(24, 128, 56); border-radius: 24px 24px 0 0; } .table-all .table-header .text-color-white { color: #fff; } .table-all .table-header-first-column { background-color: rgb(24, 128, 56); color: #fff; } .table-all .table-header-second-column { background-color: rgb(24, 128, 56); color: #fff; } .table-module .table-header-large-screen .table-header-first-column { border-radius: 24px 0 0; padding: 36px; vertical-align: text-top; } .table-module .table-header-large-screen .table-header-second-column { border-radius: 0 24px 0 0; padding: 36px 36px 36px 0; vertical-align: text-top; } .table-all .last-row:not(.cws-background--grey) { border-bottom: 1px solid rgb(218, 220, 224); } .cws-headline--headline-4.cell-header-mobile p { color: #202124; } @media only screen and (max-width: 600px) { .table-module, .devsite-table-wrapper { display: none; } .table-header-small-screen, .table-mobile { display: block; width: 100vw; margin-left: -14px; } .table-module { display: none; } } @media only screen and (min-width: 600px) { .devsite-table-wrapper { display: block; } .table-module { display: table; } .table-header-small-screen, .table-mobile { display: none; } } .table-module-footer .cws-headline--headline-6 { display: inline-block; padding-left: 12px; vertical-align: text-bottom; } @media only screen and (max-width: 600px) { .table-module-footer .cws-headline--headline-6 { padding-left: 0; display: block; padding-top: 16px; } } .table-all p { margin-top: 8px; } .table-layout { table-layout: fixed; } </style> <div class="table-all" track-metadata-module="pricing table" track-metadata-module_headline="how vertex ai pricing works"> <div class="table-mobile"> <div class="table-header table-header-small-screen"> <div class="table-header-first-column"> <p class="cws-headline--headline-4 cws-reversed">How Vertex AI pricing works</p> <p class="cws-body--large cws-reversed">Pricing is based on the Vertex AI tools and services, storage, compute, and Google Cloud resources used. </p> </div> </div> <div class=" table-header-small-screen cws-background--grey "> <div class="cws-headline--headline-4 cell-header-mobile richtext"> Generative AI</div> <div class="mobile-span"> <div class="cws-body richtext"> <p><strong>Imagen model for image generation</strong></p> <p>Based on image input, character input, or custom training <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/pricing#generative_ai_models" class="cws-link" track-name="pricing" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vertex-ai/pricing" track-metadata-module="pricing table" track-metadata-module_headline="how vertex ai pricing works">pricing</a>.  </p> </div> </div> <div class="mobile-span pricing"> <p class="cws-caption">Starting at</p> <p class="cws-headline--headline-2">$0.0001</p> </div> <hr class="cws-divider"> <div class="mobile-span"> <div class="cws-body richtext"> <p><strong>Text, chat, and code generation</strong><b></b> </p> <p>Based on every 1,000 characters of input (prompt) and every 1,000 characters of output (response).</p> </div> </div> <div class="mobile-span pricing"> <p class="cws-caption">Starting at</p> <p class="cws-headline--headline-2">$0.0001</p> <p class="cws-small-text">per 1,000 characters</p> </div> </div> <div class=" table-header-small-screen "> <div class="cws-headline--headline-4 cell-header-mobile richtext"> AutoML models</div> <div class="mobile-span"> <div class="cws-body richtext"> <p><strong>Image data training, deployment, and prediction</strong></p> <p>Based on time to train per node hour, which reflects resource usage, and if for classification or object detection. </p> </div> </div> <div class="mobile-span pricing"> <p class="cws-caption">Starting at</p> <p class="cws-headline--headline-2">$1.375 </p> <p class="cws-small-text">per node hour</p> </div> <hr class="cws-divider"> <div class="mobile-span"> <div class="cws-body richtext"> <p><strong>Video data training and prediction</strong></p> <p>Based on price per node hour and if classification, object tracking, or  action recognition.</p> </div> </div> <div class="mobile-span pricing"> <p class="cws-caption">Starting at</p> <p class="cws-headline--headline-2">$0.462</p> <p class="cws-small-text">per node hour</p> </div> <hr class="cws-divider"> <div class="mobile-span"> <div class="cws-body richtext"> <p><strong>Tabular data training and prediction</strong> </p> <p>Based on price per node hour and if classification/regression or forecasting. <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/contact" class="cws-link" track-name="contact sales" track-type="inline link" track-metadata-eventdetail="cloud.google.com/contact">Contact sales</a> for potential discounts and pricing details. </p> </div> </div> <div class="mobile-span pricing"> <p class="cws-headline--headline-2">Contact sales</p> </div> <hr class="cws-divider"> <div class="mobile-span"> <div class="cws-body richtext"> <p><strong>Text data upload, training, deployment, prediction</strong></p> <p>Based on hourly rates for training and prediction, pages for legacy data upload (PDF only), and text records and pages for prediction.</p> </div> </div> <div class="mobile-span pricing"> <p class="cws-caption">Starting at</p> <p class="cws-headline--headline-2">$0.05</p> <p class="cws-small-text">per hour</p> </div> </div> <div class=" table-header-small-screen cws-background--grey "> <div class="cws-headline--headline-4 cell-header-mobile richtext"> Custom-trained models</div> <div class="mobile-span"> <div class="cws-body richtext"> <p><strong>Custom model training</strong></p> <p>Based on machine type used per hour, region, and any accelerators used. Get an estimate via <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/contact" class="cws-link" track-name="sales" track-type="inline link" track-metadata-eventdetail="cloud.google.com/contact">sales</a> or our <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/products/calculator" class="cws-link" track-name="pricing calculator" track-type="inline link" track-metadata-eventdetail="cloud.google.com/products/calculator">pricing calculator</a>.  </p> </div> </div> <div class="mobile-span pricing"> <p class="cws-headline--headline-2">Contact sales</p> </div> </div> <div class=" table-header-small-screen "> <div class="cws-headline--headline-4 cell-header-mobile richtext"> Vertex AI notebooks</div> <div class="mobile-span"> <div class="cws-body richtext"> <p><strong>Compute and storage resources</strong></p> <p>Based on the same rates as <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/compute/all-pricing" class="cws-link" track-name="compute engine" track-type="inline link" track-metadata-eventdetail="cloud.google.com/compute/all-pricing">Compute Engine</a> and <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/storage/pricing" class="cws-link" track-name="cloud storage" track-type="inline link" track-metadata-eventdetail="cloud.google.com/storage/pricing">Cloud Storage</a>. </p> </div> </div> <div class="mobile-span pricing"> <p class="cws-headline--headline-2">Refer to products</p> </div> <hr class="cws-divider"> <div class="mobile-span"> <div class="cws-body richtext"> <p><strong>Management fees</strong></p> <p>In addition to the above resource usage, management fees apply based on region, instances, notebooks, and managed notebooks used. <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/pricing#notebooks" class="cws-link" track-name="view details" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vertex-ai/pricing">View details</a>. </p> </div> </div> <div class="mobile-span pricing"> <p class="cws-headline--headline-2">Refer to details</p> </div> </div> <div class=" table-header-small-screen cws-background--grey "> <div class="cws-headline--headline-4 cell-header-mobile richtext"> Vertex AI Pipelines</div> <div class="mobile-span"> <div class="cws-body richtext"> <p><strong>Execution and additional fees</strong></p> <p>Based on execution charge, resources used, and any additional service fees. </p> </div> </div> <div class="mobile-span pricing"> <p class="cws-caption">Starting at</p> <p class="cws-headline--headline-2">$0.03 </p> <p class="cws-small-text">per pipeline run</p> </div> </div> <div class=" table-header-small-screen last-row "> <div class="cws-headline--headline-4 cell-header-mobile richtext"> Vertex AI Matching Engine</div> <div class="mobile-span"> <div class="cws-body richtext"> <p><strong>Serving and building costs</strong></p> <p>Based on the size of your data, the amount of queries per second (QPS) you want to run, and the number of nodes you use. <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/pricing#matchingengine" class="cws-link" track-name="view example" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vertex-ai/pricing">View example</a>. </p> </div> </div> <div class="mobile-span pricing"> <p class="cws-headline--headline-2">Refer to example</p> </div> </div> </div> <table border="0" class=" table-module "> <tr class="table-header table-header-large-screen"> <th colspan="1" class="table-header-first-column cws-headline--headline-4"> How Vertex AI pricing works </th> <th class="table-header-second-column cws-body--large" colspan="2"> Pricing is based on the Vertex AI tools and services, storage, compute, and Google Cloud resources used. </th> </tr> <tr class="table-column-headlines table-header-large-screen"> <th>Tools and usage</th> <th>Description</th> <th>Price</th> </tr> <tr class=" table-header-large-screen cws-background--grey "> <td class="row-span-header " rowspan="2"><span class="cws-headline--headline-5 richtext">Generative AI</span></td> <td class="row-span border-below"> <div class="cws-body richtext"> <p><strong>Imagen model for image generation</strong></p> <p>Based on image input, character input, or custom training <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/pricing#generative_ai_models" class="cws-link" track-name="pricing" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vertex-ai/pricing">pricing</a>.  </p> </div> </td> <td class="row-span border-below pricing"> <p class="cws-caption">Starting at</p> <p class="cws-headline--headline-4">$0.0001</p> </td> </tr> <tr class=" table-header-large-screen cws-background--grey end-row"> <td class="row-span"> <div class="cws-body richtext"> <p><strong>Text, chat, and code generation</strong><b></b> </p> <p>Based on every 1,000 characters of input (prompt) and every 1,000 characters of output (response).</p> </div> </td> <td class="row-span pricing"> <p class="cws-caption">Starting at</p> <p class="cws-headline--headline-4">$0.0001</p> <p class="cws-small-text">per 1,000 characters</p> </td> </tr> <tr class=" table-header-large-screen "> <td class="row-span-header " rowspan="4"><span class="cws-headline--headline-5 richtext">AutoML models</span></td> <td class="row-span border-below"> <div class="cws-body richtext"> <p><strong>Image data training, deployment, and prediction</strong></p> <p>Based on time to train per node hour, which reflects resource usage, and if for classification or object detection. </p> </div> </td> <td class="row-span border-below pricing"> <p class="cws-caption">Starting at</p> <p class="cws-headline--headline-4">$1.375 </p> <p class="cws-small-text">per node hour</p> </td> </tr> <tr class=" table-header-large-screen "> <td class="row-span border-below"> <div class="cws-body richtext"> <p><strong>Video data training and prediction</strong></p> <p>Based on price per node hour and if classification, object tracking, or  action recognition.</p> </div> </td> <td class="row-span border-below pricing"> <p class="cws-caption">Starting at</p> <p class="cws-headline--headline-4">$0.462</p> <p class="cws-small-text">per node hour</p> </td> </tr> <tr class=" table-header-large-screen "> <td class="row-span border-below"> <div class="cws-body richtext"> <p><strong>Tabular data training and prediction</strong> </p> <p>Based on price per node hour and if classification/regression or forecasting. <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/contact" class="cws-link" track-name="contact sales" track-type="inline link" track-metadata-eventdetail="cloud.google.com/contact">Contact sales</a> for potential discounts and pricing details. </p> </div> </td> <td class="row-span border-below pricing"> <p class="cws-headline--headline-4">Contact sales</p> </td> </tr> <tr class=" table-header-large-screen end-row"> <td class="row-span"> <div class="cws-body richtext"> <p><strong>Text data upload, training, deployment, prediction</strong></p> <p>Based on hourly rates for training and prediction, pages for legacy data upload (PDF only), and text records and pages for prediction.</p> </div> </td> <td class="row-span pricing"> <p class="cws-caption">Starting at</p> <p class="cws-headline--headline-4">$0.05</p> <p class="cws-small-text">per hour</p> </td> </tr> <tr class=" table-header-large-screen cws-background--grey "> <td class="row-span-header"><span class="cws-headline--headline-5 richtext">Custom-trained models</span></td> <td class="row-span"> <div class="cws-body richtext"> <p><strong>Custom model training</strong></p> <p>Based on machine type used per hour, region, and any accelerators used. Get an estimate via <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/contact" class="cws-link" track-name="sales" track-type="inline link" track-metadata-eventdetail="cloud.google.com/contact">sales</a> or our <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/products/calculator" class="cws-link" track-name="pricing calculator" track-type="inline link" track-metadata-eventdetail="cloud.google.com/products/calculator">pricing calculator</a>.  </p> </div> </td> <td class="row-span pricing"> <p class="cws-headline--headline-4">Contact sales</p> </td> </tr> <tr class=" table-header-large-screen "> <td class="row-span-header " rowspan="2"><span class="cws-headline--headline-5 richtext">Vertex AI notebooks</span></td> <td class="row-span border-below"> <div class="cws-body richtext"> <p><strong>Compute and storage resources</strong></p> <p>Based on the same rates as <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/compute/all-pricing" class="cws-link" track-name="compute engine" track-type="inline link" track-metadata-eventdetail="cloud.google.com/compute/all-pricing">Compute Engine</a> and <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/storage/pricing" class="cws-link" track-name="cloud storage" track-type="inline link" track-metadata-eventdetail="cloud.google.com/storage/pricing">Cloud Storage</a>. </p> </div> </td> <td class="row-span border-below pricing"> <p class="cws-headline--headline-4">Refer to products</p> </td> </tr> <tr class=" table-header-large-screen end-row"> <td class="row-span"> <div class="cws-body richtext"> <p><strong>Management fees</strong></p> <p>In addition to the above resource usage, management fees apply based on region, instances, notebooks, and managed notebooks used. <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/pricing#notebooks" class="cws-link" track-name="view details" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vertex-ai/pricing">View details</a>. </p> </div> </td> <td class="row-span pricing"> <p class="cws-headline--headline-4">Refer to details</p> </td> </tr> <tr class=" table-header-large-screen cws-background--grey "> <td class="row-span-header"><span class="cws-headline--headline-5 richtext">Vertex AI Pipelines</span></td> <td class="row-span"> <div class="cws-body richtext"> <p><strong>Execution and additional fees</strong></p> <p>Based on execution charge, resources used, and any additional service fees. </p> </div> </td> <td class="row-span pricing"> <p class="cws-caption">Starting at</p> <p class="cws-headline--headline-4">$0.03 </p> <p class="cws-small-text">per pipeline run</p> </td> </tr> <tr class=" table-header-large-screen "> <td class="bottom-left-radius row-span-header"><span class="cws-headline--headline-5 richtext">Vertex AI Matching Engine</span></td> <td class="row-span"> <div class="cws-body richtext"> <p><strong>Serving and building costs</strong></p> <p>Based on the size of your data, the amount of queries per second (QPS) you want to run, and the number of nodes you use. <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/pricing#matchingengine" class="cws-link" track-name="view example" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vertex-ai/pricing">View example</a>. </p> </div> </td> <td class="row-span pricing"> <p class="cws-headline--headline-4">Refer to example</p> </td> </tr> </table> <div class="table-module-footer cws-spacer-1--top"> <svg xmlns="http://www.w3.org/2000/svg" width="22" height="22" viewbox="0 0 22 22" fill="none"> <rect x="11.3137" width="16" height="16" rx="2" transform="rotate(45 11.3137 0)" fill="#FBBC04"></rect> </svg> <span class="cws-headline--headline-6 richtext"> <p>View <a href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/pricing#costs" class="cws-link" track-name="pricing details" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vertex-ai/pricing">pricing details</a> for all Vertex AI features and services. </p> </span> </div> </div> </div> <div class="cws-layout__split"> <div class="cws-layout__split-item cws-spacer-5--bottom"> <div class=" cws-tonal-block cws-background--green-tonal "> <div class="cws-tonal-block__content"> <div class="cws-tonal-block__text cws-layout__split"> <div class="cws-layout__split-item"> <div class=" cws-content-block "> <div class="cws-content-block__content "> <h3 class="cws-eyebrow remove-margin-top cws-content-block__headline" id="pricing-calculator" data-text=" Pricing calculator"> Pricing calculator</h3> <div class="cws-headline--headline-6 cws-content-block__text"> Estimate your Vertex AI costs, including region-specific pricing and fees.</div> <a class=" cws-button cws-button--low-emphasis cws-button--align-left " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/products/calculator" track-name="estimate your costs" track-type="button" track-metadata-eventdetail="cloud.google.com/products/calculator" track-metadata-modifier="low-emphasis"> Estimate your costs </a> </div> </div> </div> </div> </div> </div> </div> <div class="cws-layout__split-item cws-spacer-5--bottom"> <div class=" cws-tonal-block cws-background--blue-tonal "> <div class="cws-tonal-block__content"> <div class="cws-tonal-block__text cws-layout__split"> <div class="cws-layout__split-item"> <div class=" cws-content-block "> <div class="cws-content-block__content "> <h3 class="cws-eyebrow remove-margin-top cws-content-block__headline" id="custom-quote" data-text=" Custom quote"> Custom quote</h3> <div class="cws-headline--headline-6 cws-content-block__text"> Connect with our sales team to get a custom quote for your organization.</div> <a class=" cws-button cws-button--low-emphasis cws-button--align-left " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/contact" track-name="request a quote" track-type="button" track-metadata-eventdetail="cloud.google.com/contact" track-metadata-modifier="low-emphasis"> Request a quote </a> </div> </div> </div> </div> </div> </div> </div> </div> </div> </section> <section id="proof_of_concept"> <div class="cloud-jump-section" data-cloud-main-text="Proof Of Concept"> <style> .cws-reversed .cws-color--yellow-dark { color: #fcc934; } .proof-of-concept .cws-content-block__content svg { display: block; margin-bottom: 16px; } .proof-of-concept .cws-tonal-block__headline { margin-bottom: 36px; } </style> <div class="cws-spacer-5--bottom" track-metadata-module="proof of concept" track-metadata-module_headline="new customers get 300 in free credits"> <div class=" cws-tonal-block cws-reversed cws-background--black proof-of-concept"> <div class="cws-tonal-block__content"> <div class="cws-tonal-block__headline"> <div class=" cws-content-block"> <div class="cws-content-block__content"> <h3 class="cws-headline--headline-4 cws-color--yellow-dark cws-content-block__headline" id="start-your-proof-of-concept" data-text=" Start your proof of concept"> Start your proof of concept</h3> </div> </div> </div> <div class="cws-tonal-block__text cws-layout__split"> <div class="cws-layout__split-item"> <div class=" cws-content-block "> <div class="cws-content-block__content "> <h3 class="cws-headline--headline-5 cws-content-block__headline cws-spacer-1--bottom" id="new-customers-get-300-in-free-credits" data-text=" New customers get $300 in free credits"> New customers get $300 in free credits</h3> <a class=" cws-button cws-button--high-emphasis " href="http://web.archive.org/web/20230903115116/https://console.cloud.google.com/freetrial/?redirectPath=/vertex-ai/" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="try vertex ai free" track-type="button" track-metadata-eventdetail="console.cloud.google.com/freetrial/" track-metadata-modifier="high-emphasis"> Try Vertex AI free </a> </div> </div> </div> <div class="cws-layout__split-item"> <div class=" cws-content-block "> <div class="cws-content-block__content "> <h3 class="cws-headline--headline-5 cws-content-block__headline cws-spacer-1--bottom" id="set-up-a-vertex-ai-project-environment" data-text=" Set up a Vertex AI project environment"> Set up a Vertex AI project environment</h3> <a class=" cws-button cws-button--medium-emphasis " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/start/cloud-environment" track-name="get started" track-type="button" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/start/cloud-environment" track-metadata-modifier="medium-emphasis"> Get started </a> </div> </div> </div> </div> <div class="cws-spacer-5--top"> <div class=" cws-tonal-block cws-reversed cws-background--grey-dark"> <div class="cws-tonal-block__content"> <div class="cws-tonal-block__text cws-layout__split"> <div class="cws-layout__split-item"> <div class=" cws-content-block "> <div class="cws-content-block__content "> <svg width="24" height="24" viewbox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg"> <rect x="2" y="2" width="20" height="20" rx="2" fill="url(#paint0_linear_3729_72194)"></rect> <defs> <lineargradient id="paint0_linear_3729_72194" x1="12" y1="2" x2="12" y2="22" gradientunits="userSpaceOnUse"> <stop stop-color="#4285F4"></stop> <stop offset="1" stop-color="#E8F0FE"> </stop> </lineargradient> </defs> </svg> <h3 class="cws-headline--headline-6" id="explore-ai-models-and-apis-in-model-garden" data-text=" Explore AI models and APIs in Model Garden "> Explore AI models and APIs in Model Garden </h3> <a class=" cws-button cws-button--low-emphasis cws-button--reversed cws-button--align-left " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/vertex-ai/docs/start/explore-models" track-name="view docs" track-type="button" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/start/explore-models" track-metadata-modifier="low-emphasis-reversed"> View docs </a> </div> </div> </div> <div class="cws-layout__split-item"> <div class=" cws-content-block "> <div class="cws-content-block__content "> <svg width="24" height="24" viewbox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg"> <g clip-path="url(#clip0_3729_72197)"> <path d="M10.2679 3C11.0377 1.66667 12.9623 1.66667 13.7321 3L22.3923 18C23.1621 19.3333 22.1999 21 20.6603 21H3.33975C1.80015 21 0.837895 19.3333 1.6077 18L10.2679 3Z" fill="url(#paint0_linear_3729_72197)"> </path> </g> <defs> <lineargradient id="paint0_linear_3729_72197" x1="12" y1="0" x2="12" y2="28" gradientunits="userSpaceOnUse"> <stop stop-color="#FCBD08"></stop> <stop offset="1" stop-color="#FFF6DA"> </stop> </lineargradient> <clippath id="clip0_3729_72197"> <rect width="24" height="24" fill="white"> </rect> </clippath> </defs> </svg> <h3 class="cws-headline--headline-6" id="your-guide-to-generative-ai-support-in-vertex-ai" data-text=" Your guide to Generative AI support in Vertex AI "> Your guide to Generative AI support in Vertex AI </h3> <a class=" cws-button cws-button--low-emphasis cws-button--reversed cws-button--align-left " href="http://web.archive.org/web/20230903115116/https://cloud.google.com/blog/products/ai-machine-learning/vertex-ai-model-garden-and-generative-ai-studio" track-name="read blog" track-type="button" track-metadata-eventdetail="cloud.google.com/blog/products/ai-machine-learning/vertex-ai-model-garden-and-generative-ai-studio" track-metadata-modifier="low-emphasis-reversed"> Read blog </a> </div> </div> </div> <div class="cws-layout__split-item"> <div class=" cws-content-block "> <div class="cws-content-block__content "> <svg width="24" height="24" viewbox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg"> <rect x="1" y="1" width="22" height="22" rx="11" fill="url(#paint0_linear_3729_72200)"></rect> <defs> <lineargradient id="paint0_linear_3729_72200" x1="12" y1="1" x2="12" y2="23" gradientunits="userSpaceOnUse"> <stop stop-color="#38AA56"></stop> <stop offset="1" stop-color="#E2F2E6"> </stop> </lineargradient> </defs> </svg> <h3 class="cws-headline--headline-6" id="get-started-with-notebooks-for-machine-learning" data-text=" Get started with notebooks for machine learning "> Get started with notebooks for machine learning </h3> <a class=" cws-button cws-button--low-emphasis cws-button--reversed cws-button--align-left " href="http://web.archive.org/web/20230903115116/https://www.youtube.com/watch?v=_Q1Nf-rgSiE" target="_blank" rel="noopener" track-name="watch guide" track-type="button" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-video-id="_Q1Nf-rgSiE" track-metadata-modifier="low-emphasis-reversed"> Watch guide </a> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </section> <section id="business_case"> <div class="cws-jump-section" data-cws-menu-text="Business Case"> <p class=" cws-spacer-2--bottom cws-eyebrow ">Business Case</p> <style> .business-case { margin-top: 20px; } .cws-link-aside__link-text { margin: -5px 0; } </style> <div class="cws-spacer-5--bottom business-case" track-metadata-module="business_case" track-metadata-module_headline="explore how other businesses accelerate the delivery of ml models and applications to production with vertex ai"> <div class="cws-grid cws-spacer-4--bottom cws-spacer-4--top"> <div class="cws-grid__col--span-10"> <h5 class="cws-headline--headline-5" id="explore-how-other-businesses-accelerate-the-delivery-of-ml-models-and-applications-to-production-with-vertex-ai" data-text="Explore how other businesses accelerate the delivery of ML models and applications to production with Vertex AI">Explore how other businesses accelerate the delivery of ML models and applications to production with Vertex AI</h5> </div> </div> <hr class="cws-divider"> <div class="cws-grid cws-spacer-4--top cws-spacer-4--bottom"> <div class="cws-grid__col--span-7"> <div> <picture> <source type="image/webp" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/nVMOS09dSKCSteCUjX14Ck8M7plJ1rWLb0CYv6D1jLGXROoyAUQ40Sybanh8qYsZnw-xeGpzJvw=e14-rw-lo-sc0xffffff-h50-w50 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/nVMOS09dSKCSteCUjX14Ck8M7plJ1rWLb0CYv6D1jLGXROoyAUQ40Sybanh8qYsZnw-xeGpzJvw=e14-rw-lo-sc0xffffff-h100-w100 2x"> <source type="image/jpeg" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/nVMOS09dSKCSteCUjX14Ck8M7plJ1rWLb0CYv6D1jLGXROoyAUQ40Sybanh8qYsZnw-xeGpzJvw=e14-rj-sc0xffffff-h50-w50 1x, http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/nVMOS09dSKCSteCUjX14Ck8M7plJ1rWLb0CYv6D1jLGXROoyAUQ40Sybanh8qYsZnw-xeGpzJvw=e14-rj-sc0xffffff-h100-w100 2x"> <img alt="GA Telesis logo " class="" loading="lazy" src="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/nVMOS09dSKCSteCUjX14Ck8M7plJ1rWLb0CYv6D1jLGXROoyAUQ40Sybanh8qYsZnw-xeGpzJvw=e14-rj-sc0xffffff-h50-w50" srcset="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/nVMOS09dSKCSteCUjX14Ck8M7plJ1rWLb0CYv6D1jLGXROoyAUQ40Sybanh8qYsZnw-xeGpzJvw=e14-rj-sc0xffffff-h100-w100 2x"> </picture> <h4 class="cws-headline--headline-4 cws-spacer-3--top cws-spacer-2--bottom" id="the-accuracy-of-google-clouds-generative-ai-solution-and-practicality-of-the-vertex-ai-platform-gives-us-the-confidence-we-needed-to-implement-this-cutting-edge-technology-into-the-heart-of-our-business-and-achieve-our-long-term-goal-of-a-zero-minute-response-time." data-text=" The accuracy of Google Cloud's generative AI solution and practicality of the Vertex AI Platform gives us the confidence we needed to implement this cutting-edge technology into the heart of our business and achieve our long-term goal of a zero-minute response time."> The accuracy of Google Cloud's generative AI solution and practicality of the Vertex AI Platform gives us the confidence we needed to implement this cutting-edge technology into the heart of our business and achieve our long-term goal of a zero-minute response time.</h4> <p class="cws-spacer-3--bottom cws-caption">Abdol Moabery, CEO of GA Telesis</p> <p class="cws-spacer-4--bottom cws-body--xlarge"></p> <a class=" cws-button cws-button--high-emphasis " href="http://web.archive.org/web/20230903115116/https://www.googlecloudpresscorner.com/2023-06-07-Leading-Global-Airline-Supplier,-GA-Telesis,-Integrates-Google-Clouds-Generative-AI-Technology" target="_blank" rel="noopener" track-name="learn more" track-type="button" track-metadata-eventdetail="www.googlecloudpresscorner.com/2023-06-07-Leading-Global-Airline-Supplier,-GA-Telesis,-Integrates-Google-Clouds-Generative-AI-Technology" track-metadata-modifier="high-emphasis"> Learn more </a> </div> </div> <div class="cws-grid__col--span-5"> <div class="cws-link-aside" role="complementary" aria-label="Related Content 1"> <div class="cws-link-aside__header"> <h2 class="cws-link-aside__headline cws-headline--headline-6" id="related-content" data-text=" Related Content "> Related Content </h2> </div> <ul class="cws-link-aside__items"> <li class="cws-link-aside__item"> <a class="cws-link-aside__link" href="http://web.archive.org/web/20230903115116/https://www.googlecloudpresscorner.com/2023-05-09-UKG-and-Google-Cloud-Announce-Partnership-to-Transform-Employee-Experiences-with-Generative-AI" target="_blank" rel="noopener" track-name="ukg will leverage generative ai to transform employee experiences" track-type="link aside" track-metadata-eventdetail="www.googlecloudpresscorner.com/2023-05-09-UKG-and-Google-Cloud-Announce-Partnership-to-Transform-Employee-Experiences-with-Generative-AI"> <div class="cws-link-aside__link-asset"> <img src="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/_IBUiztzUsPW-Slvt5kglAFQ9LBxlFnSG0IFRivt9YC1LyatQy5RSrbfltdNhwfLDmWfCy6TTIwRdA" alt="UKG logo"> </div> <div class="cws-link-aside__link-content"> <p class="cws-link-aside__link-text cws-headline--headline-6">UKG will leverage generative AI to transform employee experiences</p> </div> </a> </li> <li class="cws-link-aside__item"> <a class="cws-link-aside__link" href="http://web.archive.org/web/20230903115116/https://cloud.google.com/blog/products/ai-machine-learning/vodafones-ml-platform-built-on-vertex-ai" track-name="how vodafone built a scalable unified ml platform on vertex ai" track-type="link aside" track-metadata-eventdetail="cloud.google.com/blog/products/ai-machine-learning/vodafones-ml-platform-built-on-vertex-ai"> <div class="cws-link-aside__link-asset"> <img src="http://web.archive.org/web/20230903115116im_/https://lh3.googleusercontent.com/ORHeX-_nTI0vsPICkakdODKO7-OZf6bwLgJe6fgS8ee9SqihvPiQ13Z1JMHvE0AJMGVmdvPOJGHlhA" alt="Vodafone logo"> </div> <div class="cws-link-aside__link-content"> <p class="cws-link-aside__link-text cws-headline--headline-6">How Vodafone built a scalable, unified ML platform on Vertex AI</p> </div> </a> </li> <li class="cws-link-aside__item"> <a class="cws-link-aside__link" href="http://web.archive.org/web/20230903115116/https://cloud.google.com/ai/generative-ai/stories" track-name="see how our customers are implementing generative ai to transform their businesses" track-type="link aside" track-metadata-eventdetail="cloud.google.com/ai/generative-ai/stories"> <div class="cws-link-aside__link-content"> <p class="cws-link-aside__link-text cws-headline--headline-6">See how our customers are implementing generative AI to transform their businesses</p> </div> </a> </li> </ul> </div> </div> </div> <div class="cws-spacer-4--bottom"> <div class="cws-spacer-4--bottom"> <span class="cws-headline--headline-5 richtext"> <p>Featured benefits</p> </span> </div> <div class="cws-grid"> <div class="cws-grid__col--span-4"> <div class=" cws-content-block "> <div class="cws-content-block__content "> <div class="cws-body cws-content-block__text"> <p>Accelerate AI projects to production with one platform for all your ML needs. </p> </div> </div> </div> </div> <div class="cws-grid__col--span-4"> <div class=" cws-content-block "> <div class="cws-content-block__content "> <div class="cws-body cws-content-block__text"> <p>Increase data scientists' productivity with purpose-built ML tools.</p> </div> </div> </div> </div> <div class="cws-grid__col--span-4"> <div class=" cws-content-block "> <div class="cws-content-block__content "> <div class="cws-body cws-content-block__text"> <p>Reduce training time and costs with optimized AI infrastructure.</p> </div> </div> </div> </div> </div> </div> <div> <div class=" cws-logo-garden "> <ul class="cws-logo-garden__list"> </ul> </div> </div> </div> </div> </section> <section id="partners_and_integration"></section> <section id="faq"> <div class="cws-jump-section" data-cws-menu-text="FAQ"> <p class=" cws-spacer-2--bottom cws-eyebrow ">FAQ</p> <div class="cws-spacer-5--bottom" style="margin-top: -44px" track-metadata-module="faq"> <style> .expandable-module__category-description { margin-bottom: 24px; } </style> <section class="expandable-module cws-grid" track-metadata-module="faq"> <div class=" cws-grid__col--span-12 "> <cws-accordion expand-all=""> <cws-accordion-panel slot="panel" panel-title="What is Vertex AI used for? " open=""> <div class="expandable-module__category-description"> <div class="cws-grid"> <div class="cws-grid__col--span-10"> <span class="cws-body richtext"> <p>Vertex AI helps anyone in your organization benefit from AI/ML—from business users working with Vertex AI solutions to developers building generative AI applications with Vertex AI Search and Conversation, to data scientists and ML engineers who can train and deploy ML models efficiently. </p> </span> </div> </div> <div class="cws-body cws-spacer-3--top"> </div> </div> </cws-accordion-panel> <cws-accordion-panel slot="panel" panel-title="Why use Vertex AI Platform? "> <div class="expandable-module__category-description"> <div class="cws-grid"> <div class="cws-grid__col--span-10"> <span class="cws-body richtext"> <p>Vertex AI Platform unifies the entire ML workflow from training to deployment, and can help organizations accelerate AI production, including with generative AI models, and has a high recommendation rate on <a href="http://web.archive.org/web/20230903115116/https://www.gartner.com/reviews/market/multipersona-data-science-and-machine-learning-platforms/vendor/google/product/vertex-ai" class="cws-link" target="_blank" rel="noopener" track-name="gartner peer insights" track-type="inline link" track-metadata-eventdetail="www.gartner.com/reviews/market/multipersona-data-science-and-machine-learning-platforms/vendor/google/product/vertex-ai">Gartner Peer Insights</a>.  </p> </span> </div> </div> <div class="cws-body cws-spacer-3--top"> </div> </div> </cws-accordion-panel> <cws-accordion-panel slot="panel" panel-title="Is Google Cloud's Vertex AI free? "> <div class="expandable-module__category-description"> <div class="cws-grid"> <div class="cws-grid__col--span-10"> <span class="cws-body richtext"> <p>New customers get $300 in free credits to spend on Vertex AI when they <a href="http://web.archive.org/web/20230903115116/https://console.cloud.google.com/freetrial/?redirectPath=/vertex-ai/" class="cws-link" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="sign up for the free trial" track-type="inline link" track-metadata-eventdetail="console.cloud.google.com/freetrial/">sign up for the free trial</a>.  </p> </span> </div> </div> <div class="cws-body cws-spacer-3--top"> </div> </div> </cws-accordion-panel> </cws-accordion> </div> </section> <div class="cws-spacer-5--top"> <div class=" cws-content-block "> <div class="cws-content-block__content "> <h4 class="cws-headline--headline-4 cws-content-block__headline" id="other-inquiries-and-support" data-text=" Other inquiries and support"> Other 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