Google Cloud AutoML - Train models without ML expertise

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track-metadata-eventdetail="https://cloud.google.com/kubernetes-applications" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="google cloud marketplace for anthos"> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#marketplace" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Google Cloud Marketplace for Anthos </div> <div class="devsite-nav-item-description"> Containerized apps with prebuilt deployment and unified billing. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20230727030849/https://cloud.google.com/migrate/containers" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/migrate/containers" track-metadata-position="nav - products" 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<div class="devsite-nav-item-title"> Cloud Build </div> <div class="devsite-nav-item-description"> Service for executing builds on Google Cloud infrastructure. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20230727030849/https://cloud.google.com/traffic-director" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/traffic-director" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="traffic director"> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#trafficdirector" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Traffic Director </div> <div class="devsite-nav-item-description"> Traffic control pane and management for open service mesh. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20230727030849/https://cloud.google.com/apigee" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/apigee" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="apigee api management"> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#apigeeapiplatform" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Apigee API Management </div> <div class="devsite-nav-item-description"> API management, development, and security platform. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a 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track-metadata-eventdetail="https://cloud.google.com/iot-core" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="internet of things" tooltip track-name="cloud iot core"> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudiotcore" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud IoT Core </div> <div class="devsite-nav-item-description"> IoT device management, integration, and connection service. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20230727030849/https://cloud.google.com/edge-tpu" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/edge-tpu" track-metadata-position="nav - products" track-metadata-module="tertiary 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srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Anthos Config Management </div> <div class="devsite-nav-item-description"> Automate policy and security for your deployments. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20230727030849/https://cloud.google.com/carbon-footprint" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/carbon-footprint" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="carbon footprint"> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/cloud/images/navigation/carbon-footprint.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Carbon Footprint </div> <div class="devsite-nav-item-description"> Dashboard to view 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href="http://web.archive.org/web/20230727030849/https://cloud.google.com/cloud-console" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/cloud-console" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud console"> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud console </div> <div class="devsite-nav-item-description"> Web-based interface for managing and monitoring cloud apps. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20230727030849/https://cloud.google.com/console-app" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/console-app" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="cloud mobile app"> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Mobile App </div> <div class="devsite-nav-item-description"> App to manage Google Cloud services from your mobile device. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20230727030849/https://cloud.google.com/shell" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/shell" track-metadata-position="nav - 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/20230727030849im_/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/20230727030849/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/20230727030849im_/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/20230727030849/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/20230727030849im_/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/20230727030849/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/20230727030849im_/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/20230727030849/https://cloud.google.com/private-catalog" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/private-catalog" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="private catalog"> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#marketplace" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Private Catalog </div> <div class="devsite-nav-item-description"> Service catalog for admins managing internal enterprise solutions. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="http://web.archive.org/web/20230727030849/https://cloud.google.com/docs/terraform" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/docs/terraform" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip track-name="terraform on google cloud"> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Terraform on Google Cloud </div> <div class="devsite-nav-item-description"> Open source tool to provision Google Cloud resources with declarative configuration files. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading"> <li class="devsite-nav-title" role="heading" tooltip>Media and Gaming</li> </ul> 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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/20230727030849im_/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/20230727030849/https://cloud.google.com/video-stitcher" track-type="nav" track-metadata-eventdetail="https://cloud.google.com/video-stitcher" track-metadata-position="nav - products" 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<a href="/web/20230727030849/https://cloud.google.com/cost-management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cost Management" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Cost Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20230727030849/https://cloud.google.com/solutions/active-assist" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Intelligent Management" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip> Intelligent Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20230727030849/https://cloud.google.com/private-catalog" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive 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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> <section class="module-section"> <div class=" cws-banner cws-banner--yellow cws-fullbleed " track-name="join us at the google data cloud ai summit 2023 to hear the latest in ai plus innovations in analytics bi databases and more" track-type="banner" track-metadata-module="banner"> <div class="cws-banner__body-copy"><span>Join us at the <a href="http://web.archive.org/web/20230727030849/https://cloudonair.withgoogle.com/events/summit-data-cloud-2023?utm_source=cgc-site&utm_medium=et&utm_campaign=FY23-Q1-global-EXP20-onlineevent-er-data-cloud-2023-mc&utm_content=cgc-website&utm_term=-" target="_blank" rel="noopener" class="cws-link cws-link--dark" track-name="google data cloud ai summit 2023" track-type="inline link" track-metadata-eventdetail="cloudonair.withgoogle.com/events/summit-data-cloud-2023">Google Data Cloud & AI Summit 2023</a> to hear the latest in AI, plus innovations in analytics, BI, databases, and more.</span></div> </div> </section> <div class="tiered-wayfinding-template"> <section class="module-section"> <style> .hero-module__title { color: #4185f4; } .hero-module--centered.hero-module--no-hero-asset .hero-module__content { text-align: center; } @media(max-width: 1024px) { .hero-module--centered .hero-module__content { text-align: center; } } </style> <div class=" hero-module hero-module--centered hero-module--no-hero-asset " track-metadata-position="hero" track-metadata-module="hero" track-metadata-module_headline="automl"> <div class="cws-grid"> <div class=" cws-grid__col--span-12 "> </div> </div> <div class="cws-grid"> <div class="cws-grid__col--span-8 cws-grid__col--offset-2"> <div class="cws-content-block"> <div class="cws-content-block__content hero-module__content"> <div class=" cws-content-block__headline "> <h1 class="cws-headline--headline-3" id="automl" data-text=" AutoML "> AutoML </h1> </div> <div class="cws-content-block__text"> <div class="cws-body--large richtext"> <p>Train high-quality custom machine learning models with minimal effort and machine learning expertise.</p> <p> <a href="http://web.archive.org/web/20230727030849/https://cloud.google.com/vertex-ai/docs/beginner/beginners-guide" class="cws-link" track-name="view documentation" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/beginner/beginners-guide" track-metadata-position="hero" track-metadata-module="hero" track-metadata-module_headline="automl">View documentation</a> for this product.</p> </div> </div> </div> </div> <div class="cws-spacer-4--top"> <div class=" cws-button__set cws-button__set--centered "> <cloudx-free-trial-eligible-content> <slot slot="eligible"> <a class=" cws-button cws-button--high-emphasis " href="http://web.archive.org/web/20230727030849/https://console.cloud.google.com/freetrial" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="try it free" track-type="button" track-metadata-eventdetail="console.cloud.google.com/freetrial" track-metadata-modifier="high-emphasis"> Try it free </a> <a class=" cws-button cws-button--medium-emphasis " href="/web/20230727030849/https://cloud.google.com/contact" track-name="contact sales" track-type="button" track-metadata-eventdetail="cloud.google.com/contact" track-metadata-modifier="medium-emphasis"> Contact sales </a> </slot> <slot slot="ineligible"> <a class=" cws-button cws-button--high-emphasis " href="/web/20230727030849/https://cloud.google.com/vertex-ai/docs/beginner/beginners-guide" track-name="view documentation" track-type="button" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/beginner/beginners-guide" track-metadata-modifier="high-emphasis"> View documentation </a> <a class=" cws-button cws-button--medium-emphasis " href="/web/20230727030849/https://cloud.google.com/contact" track-name="contact sales" track-type="button" track-metadata-eventdetail="cloud.google.com/contact" track-metadata-modifier="medium-emphasis"> Contact sales </a> </slot> </cloudx-free-trial-eligible-content> </div> </div> </div> </div> </div> </section> <section class="module-section"> <style> .overview-module__divider { background-color: #dadce0; margin-bottom: 48px; height: 1px; } @media(min-width: 1024px) { .overview-module__divider { margin-bottom: 60px; } } </style> <div class="cws-fullbleed overview-module__divider"></div> <div class="overview-module" track-metadata-module="overview" track-metadata-module_headline="train custom machine learning models"> <div class=" cws-content-block cws-content-block--split cws-grid "> <div class="cws-content-block__content cws-grid__col--span-6 cws-grid__col--offset-1"> <h3 class="cws-headline--headline-5 cws-content-block__headline" id="train-custom-machine-learning-models" data-text=" Train custom machine learning models"> Train custom machine learning models</h3> <div class="cws-body--large cws-content-block__text"> <p>AutoML enables developers with limited machine learning expertise to train high-quality models specific to their business needs. Build your own custom machine learning model in minutes.</p> </div> </div> <div class="cws-content-block__asset cws-grid__col--span-4 cws-grid__col--offset-7"> <div class=" cws-media-block "> <div class="cws-media-block__asset"> <a class="cws-media-block__link cws-media-block__link--video lb" href="http://web.archive.org/web/20230727030849/https://youtube.com/watch?v=jJS3K5-PhGU" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-name="applied ml summit 2022 end-to-end automl for model prep" track-type="media block" track-metadata-eventdetail="youtube.com/watch" track-metadata-video-id="jJS3K5-PhGU" aria-label="Applied ML Summit 2022: End-to-end AutoML for model prep, 10 minutes 58 seconds"> <div class="cws-media-block__image"> <picture> <source type="image/webp" srcset="http://web.archive.org/web/20230727030849im_/https://lh3.googleusercontent.com/lczlgmYlTZ0lU_Wte9L44W0PyX7b_SRmA6Ej9UIafAPw7ezZh-3wbzq8rjazcLitWQMcznn88cAw=e14-rw-lo-sc0xffffff-h338-w600 1x, http://web.archive.org/web/20230727030849im_/https://lh3.googleusercontent.com/lczlgmYlTZ0lU_Wte9L44W0PyX7b_SRmA6Ej9UIafAPw7ezZh-3wbzq8rjazcLitWQMcznn88cAw=e14-rw-lo-sc0xffffff-h676-w1200 2x"> <source type="image/jpeg" srcset="http://web.archive.org/web/20230727030849im_/https://lh3.googleusercontent.com/lczlgmYlTZ0lU_Wte9L44W0PyX7b_SRmA6Ej9UIafAPw7ezZh-3wbzq8rjazcLitWQMcznn88cAw=e14-rj-sc0xffffff-h338-w600 1x, http://web.archive.org/web/20230727030849im_/https://lh3.googleusercontent.com/lczlgmYlTZ0lU_Wte9L44W0PyX7b_SRmA6Ej9UIafAPw7ezZh-3wbzq8rjazcLitWQMcznn88cAw=e14-rj-sc0xffffff-h676-w1200 2x"> <img alt="Video Title Card" class loading="lazy" src="http://web.archive.org/web/20230727030849im_/https://lh3.googleusercontent.com/lczlgmYlTZ0lU_Wte9L44W0PyX7b_SRmA6Ej9UIafAPw7ezZh-3wbzq8rjazcLitWQMcznn88cAw=e14-rj-sc0xffffff-h338-w600" srcset="http://web.archive.org/web/20230727030849im_/https://lh3.googleusercontent.com/lczlgmYlTZ0lU_Wte9L44W0PyX7b_SRmA6Ej9UIafAPw7ezZh-3wbzq8rjazcLitWQMcznn88cAw=e14-rj-sc0xffffff-h676-w1200 2x"> </picture> </div> <span class="cws-media-block__timestamp cws-eyebrow"> 10:58 </span> <span class="cws-media-block__icon" 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> </a> </div> <p class="cws-media-block__content cws-caption"> Applied ML Summit 2022: End-to-end AutoML for model prep </p> </div> </div> </div> </div> </section> <section class="module-section"></section> <section class="module-section"> <style> .categorization-module__desktop-view { display: block; } .categorization-module__mobile-view { display: none; } .categorization-module__list-item-headline { color: inherit; display: inline-block; vertical-align: middle; } .categorization-module__icon { margin-right: 16px; vertical-align: middle; } .categorization-module__header { margin-bottom: 16px; margin-top: 48px; } .categorization-module__category-item { border-top: 1px solid #dadce0; margin-bottom: 24px; padding-top: 24px; } .categorization-module__table { margin-bottom: 0; } .categorization-module__table-cell { padding: 24px 24px 24px 8px; } .categorization-module__table-row .categorization-module__table-row { border-bottom: 0; } .categorization-module__table-data { width: 50%; } .categorization-module__table-bullets { padding-left: 24px; width: 30%; } .categorization-module__table-headline { width: 20%; } .categorization-module__table-row-border { border-top: 1px solid #dadce0; } .categorization-module__table-header { background-color: white; border: 0; } .cws-label categorization-module__table-header { width: 20%; } .categorization-module__table-first-header { background-color: white; border: 0; width: 50%; } .categorization-module__table-second-header { background-color: white; border: 0; width: 30%; } .categorization-module__table-header-row { border: 0 !important; } @media (max-width: 767px) { .categorization-module__desktop-view { display: none; } .categorization-module__mobile-view { display: block; } } </style> <div class="categorization-module" track-metadata-module="categorization" track-metadata-module_headline="explore our products"> <div class="cws-grid categorization-module__headline cws-spacer-4--bottom"> <div class="cws-grid__col--span-8 cws-grid__col--offset-2"> <div class=" cws-content-block cws-content-block--centered "> <div class="cws-content-block__content "> <h2 class="cws-headline--headline-4 cws-content-block__headline" id="explore-our-products" data-text=" Explore our products"> Explore our products</h2> <div class="cws-body--large cws-spacer-2--bottom cws-content-block__text"> <p>Create your own custom machine learning models with an easy-to-use graphical interface.</p> </div> </div> </div> </div> </div> <div class="categorization-module__desktop-view"> <table class="categorization-module__table"> <thead> <tr class="categorization-module__table-header-row"> <th class="cws-label categorization-module__table-header "> Category </th> <th class="cws-label categorization-module__table-first-header "> Product </th> <th class="cws-label categorization-module__table-second-header "> Features </th> </tr> </thead> <tbody> <tr class="categorization-module__table-row categorization-module__table-row-border "> <td class="categorization-module__table-cell categorization-module__table-headline" rowspan="1"> <div class="categorization-module__table-category-headline"> <h5 class="cws-headline--headline-6" id="vertex-ai" data-text="Vertex AI ">Vertex AI </h5> </div> </td> <td class="categorization-module__table-cell categorization-module__table-data"> <img alt="" class="categorization-module__icon" loading="lazy" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/bricks/image/03c93c2199ab5731845caa781c0e93034228be684ebc0088b972739b4049def8.svg" style="max-width: 24px; max-height: 24px;"> <a class="cws-link" href="/web/20230727030849/https://cloud.google.com/vertex-ai" track-name="vertex ai" track-type="categorization item" track-metadata-eventdetail="cloud.google.com/vertex-ai/" track-metadata-child_index="1" track-metadata-child_total="1"> <h5 class="cws-headline--headline-6 categorization-module__list-item-headline" id="vertex-ai_1" data-text="Vertex AI">Vertex AI</h5> </a> <p><span class="cws-body richtext"> <p>Unified platform to help you build, deploy and scale more AI models.</p> </span></p> </td> <td class="categorization-module__table-cell categorization-module__table-bullets cws-background--grey"> <ul class=" cws-bulleted-list cws-bulleted-list--small "> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Prepare and store your datasets</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Access the ML tools that power Google</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Experiment and deploy more models, faster</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Manage your models with confidence</p> </span> </li> </ul> </td> </tr> <tr class="categorization-module__table-row categorization-module__table-row-border "> <td class="categorization-module__table-cell categorization-module__table-headline" rowspan="2"> <div class="categorization-module__table-category-headline"> <h5 class="cws-headline--headline-6" id="structured-data" data-text=" Structured data"> Structured data</h5> </div> </td> <td class="categorization-module__table-cell categorization-module__table-data"> <img alt="" class="categorization-module__icon" loading="lazy" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/bricks/image/4762748349f665d392becf60110a137659bbe9cd9c74661a3bf87f2a0fa18c75.svg" style="max-width: 24px; max-height: 24px;"> <a class="cws-link" href="/web/20230727030849/https://cloud.google.com/vertex-ai/docs/start/automl-model-types#tabular" track-name="automl tabular" track-type="categorization item" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/start/automl-model-types" track-metadata-child_index="1" track-metadata-child_total="2"> <h5 class="cws-headline--headline-6 categorization-module__list-item-headline" id="automl-tabular" data-text=" AutoML Tabular"> AutoML Tabular</h5> </a> <p><span class="cws-body richtext"> <p>Automatically build and deploy state-of-the-art machine learning models on structured data. <a href="http://web.archive.org/web/20230727030849/https://console.cloud.google.com/vertex-ai/" class="cws-link" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="try it now" track-type="inline link" track-metadata-eventdetail="console.cloud.google.com/vertex-ai/">Try it now</a>. </p> </span></p> </td> <td class="categorization-module__table-cell categorization-module__table-bullets cws-background--grey"> <ul class=" cws-bulleted-list cws-bulleted-list--small "> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Handles wide range of tabular data primitives</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Easy to build models</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Easy to deploy and scale models</p> </span> </li> </ul> </td> </tr> <tr class="categorization-module__table-row "> <td class="categorization-module__table-cell categorization-module__table-data"> <img alt="" class="categorization-module__icon" loading="lazy" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/bricks/image/1f961a55d0ab7ea857de1e07b1490864a65f4d023ee869c905cfe3419e648dd3.svg" style="max-width: 24px; max-height: 24px;"> <a class="cws-link" href="http://web.archive.org/web/20230727030849/https://cloud.google.com/vertex-ai/docs/tabular-data/tabular-workflows/overview" track-name="vertex ai tabular workflows" track-type="categorization item" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/tabular-data/tabular-workflows/overview" track-metadata-child_index="2" track-metadata-child_total="2"> <h5 class="cws-headline--headline-6 categorization-module__list-item-headline" id="vertex-ai-tabular-workflows" data-text="Vertex AI Tabular Workflows">Vertex AI Tabular Workflows</h5> </a> <p><span class="cws-body richtext"> <p>A glassbox and managed AutoML pipeline that lets you see and interpret each step in the model building and deployment process.</p> </span></p> </td> <td class="categorization-module__table-cell categorization-module__table-bullets cws-background--grey"> <ul class=" cws-bulleted-list cws-bulleted-list--small "> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>The ease of AutoML is now combined with greater control</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Pick and choose parts of the process AutoML handles versus what you engineer</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Comfortably train datasets over a terabyte, without sacrificing accuracy</p> </span> </li> </ul> </td> </tr> <tr class="categorization-module__table-row categorization-module__table-row-border "> <td class="categorization-module__table-cell categorization-module__table-headline" rowspan="2"> <div class="categorization-module__table-category-headline"> <h5 class="cws-headline--headline-6" id="sight" data-text="Sight">Sight</h5> </div> </td> <td class="categorization-module__table-cell categorization-module__table-data"> <img alt="" class="categorization-module__icon" loading="lazy" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/bricks/image/40e8d70659ee20009f8bb81b4ce5d61c0ea50f41c366173e9eaa1c5901b1acc2.svg" style="max-width: 24px; max-height: 24px;"> <a class="cws-link" href="/web/20230727030849/https://cloud.google.com/vertex-ai/docs/start/automl-model-types#image" track-name="automl image" track-type="categorization item" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/start/automl-model-types" track-metadata-child_index="1" track-metadata-child_total="2"> <h5 class="cws-headline--headline-6 categorization-module__list-item-headline" id="automl-image" data-text="AutoML Image">AutoML Image</h5> </a> <p><span class="cws-body richtext"> <p>Derive insights from object detection and image classification, in the cloud or at the edge. <a href="http://web.archive.org/web/20230727030849/https://console.cloud.google.com/vertex-ai/" class="cws-link" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="try it now" track-type="inline link" track-metadata-eventdetail="console.cloud.google.com/vertex-ai/">Try it now</a>. </p> </span></p> </td> <td class="categorization-module__table-cell categorization-module__table-bullets cws-background--grey"> <ul class=" cws-bulleted-list cws-bulleted-list--small "> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Use REST and RPC APIs</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Detect objects, where they are, and how many</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Classify images using custom labels</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Deploy ML models at the edge</p> </span> </li> </ul> </td> </tr> <tr class="categorization-module__table-row "> <td class="categorization-module__table-cell categorization-module__table-data"> <img alt="" class="categorization-module__icon" loading="lazy" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/bricks/image/5dbdcff92decdb9c332d320533398e8c3d5fe753b1dd4b7cc2afd64eacc32d16.svg" style="max-width: 24px; max-height: 24px;"> <a class="cws-link" href="/web/20230727030849/https://cloud.google.com/vertex-ai/docs/start/automl-model-types#video" track-name="automl video" track-type="categorization item" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/start/automl-model-types" track-metadata-child_index="2" track-metadata-child_total="2"> <h5 class="cws-headline--headline-6 categorization-module__list-item-headline" id="automl-video" data-text="AutoML Video">AutoML Video</h5> </a> <p><span class="cws-body richtext"> <p>Enable powerful content discovery and engaging video experiences. <a href="http://web.archive.org/web/20230727030849/https://console.cloud.google.com/vertex-ai/" class="cws-link" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="try it now" track-type="inline link" track-metadata-eventdetail="console.cloud.google.com/vertex-ai/">Try it now</a>. </p> </span></p> </td> <td class="categorization-module__table-cell categorization-module__table-bullets cws-background--grey"> <ul class=" cws-bulleted-list cws-bulleted-list--small "> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Annotate video using custom labels</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Streaming video analysis</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Shot change detection</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Object detection and tracking</p> </span> </li> </ul> </td> </tr> <tr class="categorization-module__table-row categorization-module__table-row-border "> <td class="categorization-module__table-cell categorization-module__table-headline" rowspan="2"> <div class="categorization-module__table-category-headline"> <h5 class="cws-headline--headline-6" id="language" data-text="Language">Language</h5> </div> </td> <td class="categorization-module__table-cell categorization-module__table-data"> <img alt="" class="categorization-module__icon" loading="lazy" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/bricks/image/f19edfc9538eefa68a3b3807cfb3f0f58d995ff942e2a1e25a837b4ba2ca73b4.svg" style="max-width: 24px; max-height: 24px;"> <a class="cws-link" href="/web/20230727030849/https://cloud.google.com/vertex-ai/docs/start/automl-model-types#text" track-name="automl text" track-type="categorization item" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/start/automl-model-types" track-metadata-child_index="1" track-metadata-child_total="2"> <h5 class="cws-headline--headline-6 categorization-module__list-item-headline" id="automl-text" data-text="AutoML Text">AutoML Text</h5> </a> <p><span class="cws-body richtext"> <p>Reveal the structure and meaning of text through machine learning. <a href="http://web.archive.org/web/20230727030849/https://console.cloud.google.com/vertex-ai/" class="cws-link" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="try it now" track-type="inline link" track-metadata-eventdetail="console.cloud.google.com/vertex-ai/">Try it now</a>. </p> </span></p> </td> <td class="categorization-module__table-cell categorization-module__table-bullets cws-background--grey"> <ul class=" cws-bulleted-list cws-bulleted-list--small "> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Integrated REST API</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Custom entity extraction</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Custom sentiment analysis</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Large dataset support</p> </span> </li> </ul> </td> </tr> <tr class="categorization-module__table-row "> <td class="categorization-module__table-cell categorization-module__table-data"> <img alt="" class="categorization-module__icon" loading="lazy" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/bricks/image/e75d99f34144e603be71686b0d25671a0517d5b07d22ead9327eaf005880b38f.svg" style="max-width: 24px; max-height: 24px;"> <a class="cws-link" href="/web/20230727030849/https://cloud.google.com/translate/automl/docs" track-name="automl translation" track-type="categorization item" track-metadata-eventdetail="cloud.google.com/translate/automl/docs" track-metadata-child_index="2" track-metadata-child_total="2"> <h5 class="cws-headline--headline-6 categorization-module__list-item-headline" id="automl-translation" data-text="AutoML Translation">AutoML Translation</h5> </a> <p><span class="cws-body richtext"> <p>Dynamically detect and translate between languages. <a href="/web/20230727030849/https://cloud.google.com/translate/automl/docs/before-you-begin" class="cws-link" track-name="try it now" track-type="inline link" track-metadata-eventdetail="cloud.google.com/translate/automl/docs/before-you-begin">Try it now</a>. </p> </span></p> </td> <td class="categorization-module__table-cell categorization-module__table-bullets cws-background--grey"> <ul class=" cws-bulleted-list cws-bulleted-list--small "> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Integrated REST and gRPC APIs</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Supports 50 language pairs</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Translate with custom models</p> </span> </li> </ul> </td> </tr> </tbody> </table> </div> <div class="categorization-module__mobile-view"> <cws-accordion accordion-title="Category"> <cws-accordion-panel slot="panel" panel-title="Vertex AI " open=""> <div> <img alt="" class="categorization-module__icon" loading="lazy" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/bricks/image/03c93c2199ab5731845caa781c0e93034228be684ebc0088b972739b4049def8.svg" style="max-width: 24px; max-height: 24px;"> <a class="cws-link" href="/web/20230727030849/https://cloud.google.com/vertex-ai" track-name="vertex ai" track-type="categorization item" track-metadata-eventdetail="cloud.google.com/vertex-ai/" track-metadata-module_headline="vertex ai" track-metadata-child_index="1" track-metadata-child_total="1"> <h5 class="cws-headline--headline-6 categorization-module__list-item-headline" id="vertex-ai_2" data-text="Vertex AI">Vertex AI</h5> </a> <p><span class="cws-body richtext"> <p>Unified platform to help you build, deploy and scale more AI models.</p> </span></p> <div class="cws-spacer-2--top cws-spacer-3--bottom"> <ul class=" cws-bulleted-list cws-bulleted-list--small "> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Prepare and store your datasets</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Access the ML tools that power Google</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Experiment and deploy more models, faster</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Manage your models with confidence</p> </span> </li> </ul> </div> </div> </cws-accordion-panel> <cws-accordion-panel slot="panel" panel-title=" Structured data"> <div> <img alt="" class="categorization-module__icon" loading="lazy" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/bricks/image/4762748349f665d392becf60110a137659bbe9cd9c74661a3bf87f2a0fa18c75.svg" style="max-width: 24px; max-height: 24px;"> <a class="cws-link" href="/web/20230727030849/https://cloud.google.com/vertex-ai/docs/start/automl-model-types#tabular" track-name="automl tabular" track-type="categorization item" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/start/automl-model-types" track-metadata-module_headline="structured data" track-metadata-child_index="2" track-metadata-child_total="2"> <h5 class="cws-headline--headline-6 categorization-module__list-item-headline" id="automl-tabular_1" data-text=" AutoML Tabular"> AutoML Tabular</h5> </a> <p><span class="cws-body richtext"> <p>Automatically build and deploy state-of-the-art machine learning models on structured data. <a href="http://web.archive.org/web/20230727030849/https://console.cloud.google.com/vertex-ai/" class="cws-link" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="try it now" track-type="inline link" track-metadata-eventdetail="console.cloud.google.com/vertex-ai/">Try it now</a>. </p> </span></p> <div class="cws-spacer-2--top cws-spacer-3--bottom"> <ul class=" cws-bulleted-list cws-bulleted-list--small "> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Handles wide range of tabular data primitives</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Easy to build models</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Easy to deploy and scale models</p> </span> </li> </ul> </div> </div> <div> <img alt="" class="categorization-module__icon" loading="lazy" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/bricks/image/1f961a55d0ab7ea857de1e07b1490864a65f4d023ee869c905cfe3419e648dd3.svg" style="max-width: 24px; max-height: 24px;"> <a class="cws-link" href="http://web.archive.org/web/20230727030849/https://cloud.google.com/vertex-ai/docs/tabular-data/tabular-workflows/overview" track-name="vertex ai tabular workflows" track-type="categorization item" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/tabular-data/tabular-workflows/overview" track-metadata-module_headline="structured data" track-metadata-child_index="2" track-metadata-child_total="2"> <h5 class="cws-headline--headline-6 categorization-module__list-item-headline" id="vertex-ai-tabular-workflows_1" data-text="Vertex AI Tabular Workflows">Vertex AI Tabular Workflows</h5> </a> <p><span class="cws-body richtext"> <p>A glassbox and managed AutoML pipeline that lets you see and interpret each step in the model building and deployment process.</p> </span></p> <div class="cws-spacer-2--top cws-spacer-3--bottom"> <ul class=" cws-bulleted-list cws-bulleted-list--small "> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>The ease of AutoML is now combined with greater control</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Pick and choose parts of the process AutoML handles versus what you engineer</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Comfortably train datasets over a terabyte, without sacrificing accuracy</p> </span> </li> </ul> </div> </div> </cws-accordion-panel> <cws-accordion-panel slot="panel" panel-title="Sight"> <div> <img alt="" class="categorization-module__icon" loading="lazy" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/bricks/image/40e8d70659ee20009f8bb81b4ce5d61c0ea50f41c366173e9eaa1c5901b1acc2.svg" style="max-width: 24px; max-height: 24px;"> <a class="cws-link" href="/web/20230727030849/https://cloud.google.com/vertex-ai/docs/start/automl-model-types#image" track-name="automl image" track-type="categorization item" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/start/automl-model-types" track-metadata-module_headline="sight" track-metadata-child_index="3" track-metadata-child_total="2"> <h5 class="cws-headline--headline-6 categorization-module__list-item-headline" id="automl-image_1" data-text="AutoML Image">AutoML Image</h5> </a> <p><span class="cws-body richtext"> <p>Derive insights from object detection and image classification, in the cloud or at the edge. <a href="http://web.archive.org/web/20230727030849/https://console.cloud.google.com/vertex-ai/" class="cws-link" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="try it now" track-type="inline link" track-metadata-eventdetail="console.cloud.google.com/vertex-ai/">Try it now</a>. </p> </span></p> <div class="cws-spacer-2--top cws-spacer-3--bottom"> <ul class=" cws-bulleted-list cws-bulleted-list--small "> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Use REST and RPC APIs</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Detect objects, where they are, and how many</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Classify images using custom labels</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Deploy ML models at the edge</p> </span> </li> </ul> </div> </div> <div> <img alt="" class="categorization-module__icon" loading="lazy" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/bricks/image/5dbdcff92decdb9c332d320533398e8c3d5fe753b1dd4b7cc2afd64eacc32d16.svg" style="max-width: 24px; max-height: 24px;"> <a class="cws-link" href="/web/20230727030849/https://cloud.google.com/vertex-ai/docs/start/automl-model-types#video" track-name="automl video" track-type="categorization item" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/start/automl-model-types" track-metadata-module_headline="sight" track-metadata-child_index="3" track-metadata-child_total="2"> <h5 class="cws-headline--headline-6 categorization-module__list-item-headline" id="automl-video_1" data-text="AutoML Video">AutoML Video</h5> </a> <p><span class="cws-body richtext"> <p>Enable powerful content discovery and engaging video experiences. <a href="http://web.archive.org/web/20230727030849/https://console.cloud.google.com/vertex-ai/" class="cws-link" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="try it now" track-type="inline link" track-metadata-eventdetail="console.cloud.google.com/vertex-ai/">Try it now</a>. </p> </span></p> <div class="cws-spacer-2--top cws-spacer-3--bottom"> <ul class=" cws-bulleted-list cws-bulleted-list--small "> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Annotate video using custom labels</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Streaming video analysis</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Shot change detection</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Object detection and tracking</p> </span> </li> </ul> </div> </div> </cws-accordion-panel> <cws-accordion-panel slot="panel" panel-title="Language"> <div> <img alt="" class="categorization-module__icon" loading="lazy" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/bricks/image/f19edfc9538eefa68a3b3807cfb3f0f58d995ff942e2a1e25a837b4ba2ca73b4.svg" style="max-width: 24px; max-height: 24px;"> <a class="cws-link" href="/web/20230727030849/https://cloud.google.com/vertex-ai/docs/start/automl-model-types#text" track-name="automl text" track-type="categorization item" track-metadata-eventdetail="cloud.google.com/vertex-ai/docs/start/automl-model-types" track-metadata-module_headline="language" track-metadata-child_index="4" track-metadata-child_total="2"> <h5 class="cws-headline--headline-6 categorization-module__list-item-headline" id="automl-text_1" data-text="AutoML Text">AutoML Text</h5> </a> <p><span class="cws-body richtext"> <p>Reveal the structure and meaning of text through machine learning. <a href="http://web.archive.org/web/20230727030849/https://console.cloud.google.com/vertex-ai/" class="cws-link" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="try it now" track-type="inline link" track-metadata-eventdetail="console.cloud.google.com/vertex-ai/">Try it now</a>. </p> </span></p> <div class="cws-spacer-2--top cws-spacer-3--bottom"> <ul class=" cws-bulleted-list cws-bulleted-list--small "> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Integrated REST API</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Custom entity extraction</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Custom sentiment analysis</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Large dataset support</p> </span> </li> </ul> </div> </div> <div> <img alt="" class="categorization-module__icon" loading="lazy" src="http://web.archive.org/web/20230727030849im_/https://www.gstatic.com/bricks/image/e75d99f34144e603be71686b0d25671a0517d5b07d22ead9327eaf005880b38f.svg" style="max-width: 24px; max-height: 24px;"> <a class="cws-link" href="/web/20230727030849/https://cloud.google.com/translate/automl/docs" track-name="automl translation" track-type="categorization item" track-metadata-eventdetail="cloud.google.com/translate/automl/docs" track-metadata-module_headline="language" track-metadata-child_index="4" track-metadata-child_total="2"> <h5 class="cws-headline--headline-6 categorization-module__list-item-headline" id="automl-translation_1" data-text="AutoML Translation">AutoML Translation</h5> </a> <p><span class="cws-body richtext"> <p>Dynamically detect and translate between languages. <a href="/web/20230727030849/https://cloud.google.com/translate/automl/docs/before-you-begin" class="cws-link" track-name="try it now" track-type="inline link" track-metadata-eventdetail="cloud.google.com/translate/automl/docs/before-you-begin">Try it now</a>. </p> </span></p> <div class="cws-spacer-2--top cws-spacer-3--bottom"> <ul class=" cws-bulleted-list cws-bulleted-list--small "> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Integrated REST and gRPC APIs</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Supports 50 language pairs</p> </span> </li> <li class=" cws-bulleted-list__list-item "> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" enable-background="new 0 0 24 24" height="24px" viewbox="0 0 24 24" width="24px"> <g> <path d="M12,2C6.48,2,2,6.48,2,12c0,5.52,4.48,10,10,10s10-4.48,10-10C22,6.48,17.52,2,12,2z M10,17l-4-4l1.4-1.4l2.6,2.6l6.6-6.6 L18,9L10,17z"> </path> <path d="M0,0h24v24H0V0z" fill="none"></path> </g> </svg> </span> <span class="cws-bulleted-list__text cws-body"> <p>Translate with custom models</p> </span> </li> </ul> </div> </div> </cws-accordion-panel> </cws-accordion> </div> </div> </section> <section class="module-section"></section> <section class="module-section"> <style> .customer-module__carousel .cloud-carousel { padding: 0; } </style> <div class="customer-module" track-metadata-module="customers" track-metadata-module_headline="learn from customers using automl"> <div class="cws-grid"> <div class="cws-grid__col--span-8 cws-grid__col--offset-2 cws-grid__col-justify-center cws-text-center"> <div class="customer-module__headline cws-spacer-4--bottom"> <div class=" cws-content-block "> <div class="cws-content-block__content "> <h2 class="cws-headline--headline-4 cws-content-block__headline" id="learn-from-customers-using-automl" data-text=" Learn from customers using AutoML"> Learn from customers using AutoML</h2> </div> </div> </div> </div> </div> <div class="customer-module__carousel cws-spacer-4--bottom"> <style> @media (max-width: 480px) { .cloud-carousel--bleed-right { margin-right: 0; } .cloud-carousel__slide { margin-right: 16px; } } </style> <div class=" cloud-carousel cloud-carousel--3up cloud-carousel--margin-tight "> <div class="cloud-carousel__slide-deck-container"> <div class="cloud-carousel__slide-deck" role="group"> <div class="cloud-carousel__slide cws-cards"> <a class="cws-card" href="http://web.archive.org/web/20230727030849/https://cloud.google.com/blog/products/ai-machine-learning/twitter-leveraging-automl-for-spaces-recommendations" track-name="twitter helping customers find meaningful spaces with automl" track-type="card" track-metadata-eventdetail="cloud.google.com/blog/products/ai-machine-learning/twitter-leveraging-automl-for-spaces-recommendations" track-metadata-module="customers" track-metadata-module_headline="learn from customers using automl" track-metadata-child_headline="twitter helping customers find meaningful spaces with automl" track-metadata-child_eyebrow="case study" track-metadata-child_index="1" track-metadata-child_total="3"> <div class="cws-card__inner"> <div class=" cws-card__asset cws-card__asset--logo "> <img alt=" California Design Den logo" class src="http://web.archive.org/web/20230727030849im_/https://lh3.googleusercontent.com/SKlBvOseQMsAsdkK_j4Yf4yJHuC-Sox5TTvKTA_5afQWYZRM4A_DBFHvHuLxxoxreix2eGfUra__=e14-rj-sc0xffffff-h36" srcset="http://web.archive.org/web/20230727030849im_/https://lh3.googleusercontent.com/SKlBvOseQMsAsdkK_j4Yf4yJHuC-Sox5TTvKTA_5afQWYZRM4A_DBFHvHuLxxoxreix2eGfUra__=e14-rj-sc0xffffff-h72 2x"> </div> <div class="cws-card__content"> <p class="cws-label">Case study</p> <div class="cws-headline cws-headline--headline-5">Twitter: Helping customers find meaningful Spaces with AutoML</div> <p class="cws-small-text">5-min read</p> </div> </div> </a> </div> <div class="cloud-carousel__slide cws-cards"> <a class="cws-card" href="/web/20230727030849/https://cloud.google.com/customers/imagia" track-name="imagia uses automl to discover markers for chronic and age-related degenerative diseases" track-type="card" track-metadata-eventdetail="cloud.google.com/customers/imagia" track-metadata-module="customers" track-metadata-module_headline="learn from customers using automl" track-metadata-child_headline="imagia uses automl to discover markers for chronic and age-related degenerative diseases" track-metadata-child_eyebrow="case study" track-metadata-child_index="2" track-metadata-child_total="3"> <div class="cws-card__inner"> <div class=" cws-card__asset cws-card__asset--logo "> <img alt=" Imagia logo" class src="http://web.archive.org/web/20230727030849im_/https://lh3.googleusercontent.com/0W01CZ85Tu0Z9SSed5XyNF8Ac2IqrtHk2BKNBRbGbWfswXXxjYTsADYWRdU0NB42gsCryqtnPbg=e14-rj-sc0xffffff-h36" srcset="http://web.archive.org/web/20230727030849im_/https://lh3.googleusercontent.com/0W01CZ85Tu0Z9SSed5XyNF8Ac2IqrtHk2BKNBRbGbWfswXXxjYTsADYWRdU0NB42gsCryqtnPbg=e14-rj-sc0xffffff-h72 2x"> </div> <div class="cws-card__content"> <p class="cws-label">Case study</p> <div class="cws-headline cws-headline--headline-5">Imagia uses AutoML to discover markers for chronic and age-related degenerative diseases.</div> <p class="cws-small-text">5-min read</p> </div> </div> </a> </div> <div class="cloud-carousel__slide cws-cards"> <a class="cws-card" href="/web/20230727030849/https://cloud.google.com/customers/meredith" track-name="meredith digital classifies text across entire portfolio of media properties in months versus years" track-type="card" track-metadata-eventdetail="cloud.google.com/customers/meredith" track-metadata-module="customers" track-metadata-module_headline="learn from customers using automl" track-metadata-child_headline="meredith digital classifies text across entire portfolio of media properties in months versus years" track-metadata-child_eyebrow="case study" track-metadata-child_index="3" track-metadata-child_total="3"> <div class="cws-card__inner"> <div class=" cws-card__asset cws-card__asset--logo "> <img alt="Meredith Digital logo" class src="http://web.archive.org/web/20230727030849im_/https://lh3.googleusercontent.com/eI-0HY0F0cDt1HYnpowkxy-CZSpgqlFilrROUZzqJeEQuuHH2yLT2cDEqTgbQ16c9Kn6crKmk865=e14-rj-sc0xffffff-h36" srcset="http://web.archive.org/web/20230727030849im_/https://lh3.googleusercontent.com/eI-0HY0F0cDt1HYnpowkxy-CZSpgqlFilrROUZzqJeEQuuHH2yLT2cDEqTgbQ16c9Kn6crKmk865=e14-rj-sc0xffffff-h72 2x"> </div> <div class="cws-card__content"> <p class="cws-label">Case study</p> <div class="cws-headline cws-headline--headline-5">Meredith Digital classifies text across entire portfolio of media properties in months versus years.</div> <p class="cws-small-text">5-min read</p> </div> </div> </a> </div> </div> </div> <div class=" cloud-carousel__controls cloud-carousel__controls--hide-nuggets "> <div class="cloud-carousel__arrow left-arrow"> <i class="material-icons" aria-hidden="true" translate="no">keyboard_arrow_left</i> </div> <div class="cloud-carousel__arrow right-arrow"> <i class="material-icons" aria-hidden="true" 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They may offer different latency or availability guarantees from other Google Cloud services.</p> </span> </div> </div> </div> </section> </div> <section class="cloud-content-footer"> <style> .ankle-module__headline { margin-bottom: 28px; } .ankle-module__description { margin-bottom: 48px; } .ankle-module__buttons-wrap { display: flex; flex-wrap: wrap; gap: 32px; } .ankle-module__buttons { display: inline-block; } .ankle-module__richtext-cta { align-self: center; display: inline-block; } .ankle-module__richtext-cta p { margin-top: 0; } .ankle-module__content { padding: 60px 0; } .ankle-module__link-list { list-style: none; padding: 0; } .ankle-module__link-list-item:first-child { margin: 0; } .ankle-module__link-list-item { margin: 24px 0 0; } .ankle-module__link-list-item-label { margin-bottom: 8px; } @media (min-width: 767px) { .ankle-module__links { border-left: 1px solid #dadce0; } .ankle-module__link-list { padding: 4px 24px; } } @media (min-width: 1280px) { 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referrerpolicy="no-referrer-when-downgrade" track-name="get started for free" track-type="button" track-metadata-eventdetail="console.cloud.google.com/freetrial" track-metadata-modifier="high-emphasis"> Get started for free </a> </div> </div> </slot> <slot slot="ineligible"> <h3 class="cws-headline--headline-4 ankle-module__headline" id="take-the-next-step_1" data-text=" Take the next step "> Take the next step </h3> <p class="cws-body--large ankle-module__description"> Start your next project, explore interactive tutorials, and manage your account. </p> <div class="ankle-module__buttons-wrap"> <div class="ankle-module__buttons"> <a class=" cws-button cws-button--high-emphasis " href="http://web.archive.org/web/20230727030849/https://console.cloud.google.com/" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="go to console" track-type="button" track-metadata-eventdetail="console.cloud.google.com/" track-metadata-modifier="high-emphasis"> Go to 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class="cws-link-independent cws-link-independent"> Find a partner </a> </li> <li class="ankle-module__link-list-item"> <div class="cws-headline--headline-6 ankle-module__link-list-item-label"> Get tips & best practices </div> <a href="http://web.archive.org/web/20230727030849/https://cloud.google.com/docs/tutorials" track-name="see tutorials" track-type="ankle link" track-metadata-eventdetail="cloud.google.com/docs/tutorials" track-metadata-module="take the next step" track-metadata-child_index="3" track-metadata-child_total="3" class="cws-link-independent cws-link-independent"> See tutorials </a> </li> </ul> </slot> </cloudx-free-trial-eligible-content> </div> </div> </div> </div> </section> </article>  <devsite-hats-survey class="nocontent" hats-id="mwETRvWii0eU5NUYprb0Y9z5GVbc" listnr-id="83405"></devsite-hats-survey> </div> </article> <devsite-notification> </devsite-notification> <div class="devsite-content-data"> <template class="devsite-thumb-rating-down-categories"> [{ "type": 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