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AI Platform | Google Cloud
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src="https://web.archive.org/web/20210126064633im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#anthos" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Anthos </div> <div class="devsite-nav-item-description"> Platform for modernizing existing apps and building new ones. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/looker" track-type="navMenu" track-name="Looker" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/looker" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210126064633im_/https://www.gstatic.com/cloud/images/navigation/looker.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Looker </div> <div class="devsite-nav-item-description"> Platform for BI, data applications, and embedded analytics. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/anthos/run" track-type="navMenu" track-name="Cloud Run for Anthos" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/anthos/run" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210126064633im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudrun" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Run for Anthos </div> <div class="devsite-nav-item-description"> Integration that provides a serverless development platform on GKE. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/kubernetes-applications" track-type="navMenu" track-name="Google Cloud Marketplace for Anthos" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/kubernetes-applications" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210126064633im_/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="https://web.archive.org/web/20210126064633/https://cloud.google.com/migrate/anthos" track-type="navMenu" track-name="Migrate for Anthos" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/migrate/anthos" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210126064633im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#migrateforanthos" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Migrate for Anthos </div> <div class="devsite-nav-item-description"> Tool to move workloads and existing applications to GKE. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/products/operations" track-type="navMenu" track-name="Operations" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/products/operations" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210126064633im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#stackdriver" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Operations </div> <div class="devsite-nav-item-description"> Monitoring, logging, and application performance suite. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/cloud-build" track-type="navMenu" track-name="Cloud Build" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/cloud-build" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210126064633im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudbuild" srcset="" sizes="100vw" loading="lazy"> </div> <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="https://web.archive.org/web/20210126064633/https://cloud.google.com/traffic-director" track-type="navMenu" track-name="Traffic Director" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/traffic-director" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210126064633im_/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 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track-metadata-position="nav" track-metadata-href="https://cloud.google.com/deployment-manager" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210126064633im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#clouddeploymentmanager" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Deployment Manager </div> <div class="devsite-nav-item-description"> Service for creating and managing Google Cloud resources. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/console-app" track-type="navMenu" track-name="Cloud Mobile App" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/console-app" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210126064633im_/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="https://web.archive.org/web/20210126064633/https://cloud.google.com/apis" track-type="navMenu" track-name="Cloud APIs" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/apis" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210126064633im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudapis" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud APIs </div> <div class="devsite-nav-item-description"> Programmatic interfaces for Google Cloud services. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/private-catalog" track-type="navMenu" track-name="Private Catalog" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/private-catalog" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210126064633im_/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 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/web/20210126064633im_/https://cloud.google.com/images/navigation/products/billing_720.png 720w, /web/20210126064633im_/https://cloud.google.com/images/navigation/products/billing_856.png 856w, /web/20210126064633im_/https://cloud.google.com/images/navigation/products/billing_960.png 960w, /web/20210126064633im_/https://cloud.google.com/images/navigation/products/billing_1440.png 1440w, /web/20210126064633im_/https://cloud.google.com/images/navigation/products/billing_1920.png 1920w, /web/20210126064633im_/https://cloud.google.com/images/navigation/products/billing_2880.png 2880w" 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> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading"> <li class="devsite-nav-title" tooltip tabindex="0" role="heading">Media and Gaming</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/game-servers" track-type="navMenu" track-name="Game Servers" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/game-servers" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210126064633im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudgameservers" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Game Servers </div> <div class="devsite-nav-item-description"> Game server management service running on Google Kubernetes Engine. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/opencue" track-type="navMenu" track-name="OpenCue" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/opencue" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210126064633im_/https://cloud.google.com/images/navigation/products/opencue.png" srcset="https://web.archive.org/web/20210126064633im_/https://cloud.google.com/images/navigation/products/opencue_36.png 36w, /web/20210126064633im_/https://cloud.google.com/images/navigation/products/opencue_48.png 48w, /web/20210126064633im_/https://cloud.google.com/images/navigation/products/opencue_72.png 72w, /web/20210126064633im_/https://cloud.google.com/images/navigation/products/opencue_96.png 96w, /web/20210126064633im_/https://cloud.google.com/images/navigation/products/opencue_480.png 480w, /web/20210126064633im_/https://cloud.google.com/images/navigation/products/opencue_720.png 720w, /web/20210126064633im_/https://cloud.google.com/images/navigation/products/opencue_856.png 856w, /web/20210126064633im_/https://cloud.google.com/images/navigation/products/opencue_960.png 960w, /web/20210126064633im_/https://cloud.google.com/images/navigation/products/opencue_1440.png 1440w, /web/20210126064633im_/https://cloud.google.com/images/navigation/products/opencue_1920.png 1920w, /web/20210126064633im_/https://cloud.google.com/images/navigation/products/opencue_2880.png 2880w" 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> </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="https://web.archive.org/web/20210126064633/https://cloud.google.com/products/cloud-migration" track-type="navMenu" track-name="Migration" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/products/cloud-migration" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210126064633im_/https://cloud.google.com/_static/cloud/images/navigation/forward.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Migration </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/solutions/application-migration" track-type="navMenu" track-name="Application Migration" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/solutions/application-migration" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210126064633im_/https://www.gstatic.com/cloud/images/navigation/application-migration.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Application Migration </div> <div class="devsite-nav-item-description"> App migration to the cloud for low-cost refresh cycles. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/bigquery/transfer" track-type="navMenu" track-name="BigQuery Data Transfer Service" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/bigquery/transfer" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210126064633im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#bigquery" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> BigQuery Data Transfer Service </div> <div class="devsite-nav-item-description"> Data import service for scheduling and moving data into BigQuery. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/products/data-transfer" track-type="navMenu" track-name="Cloud Data Transfer" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/products/data-transfer" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210126064633im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#transfer" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Data Transfer </div> <div class="devsite-nav-item-description"> Tools and services for transferring your data to Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/foundation-toolkit" track-type="navMenu" track-name="Cloud Foundation Toolkit" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/foundation-toolkit" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210126064633im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Foundation Toolkit </div> <div class="devsite-nav-item-description"> Reference templates for Deployment Manager and Terraform. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/database-migration" track-type="navMenu" 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track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="console"> <span class="devsite-nav-text" tooltip> Console </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/contact" class="cta-button-secondary button" track-metadata-eventdetail="nav" track-type="contact" track-name="sales" data-overflow="devsite-tabs-wrapper" track-metadata-position="nav" data-overflow-container="left" data-overflow-wrapper="tab" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Contact Us" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="contactUs"> <span class="devsite-nav-text" tooltip> Contact Us </span> </a> </li> <li class="devsite-nav-item"> <a href="//web.archive.org/web/20210126064633/https://console.cloud.google.com/freetrial" class="cloud-free-trial-button cta-button-primary button-primary button cloud-button cloud-button--primary" 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tooltip> Choosing Google Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/multicloud" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Multicloud" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="multicloud"> <span class="devsite-nav-text" tooltip> Multicloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/security" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Trust and security" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="trustAndSecurity"> <span class="devsite-nav-text" tooltip> Trust and security </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/infrastructure" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Global infrastructure" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="globalInfrastructure"> <span class="devsite-nav-text" tooltip> Global infrastructure </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/solutions/smart-analytics" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Data analytics" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="dataAnalytics"> <span class="devsite-nav-text" tooltip> Data analytics </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/open-cloud" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Open cloud" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="openCloud"> <span class="devsite-nav-text" tooltip> Open cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/sustainability" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Sustainability" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="sustainability"> <span class="devsite-nav-text" tooltip> Sustainability </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/analyst-reports" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Analyst reports" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="analystReports"> <span class="devsite-nav-text" tooltip> 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Media and Entertainment" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="mediaAndEntertainment"> <span class="devsite-nav-text" tooltip> Media and Entertainment </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/solutions/telecommunications" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Telecommunications" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="telecommunications"> <span class="devsite-nav-text" tooltip> Telecommunications </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/solutions/gaming" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Gaming" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" 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track-metadata-position="nav" track-name="seeAllSolutions"> <span class="devsite-nav-text" tooltip> See all solutions </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/solutions/application-modernization" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application Modernization" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="applicationModernization"> <span class="devsite-nav-text" tooltip> Application Modernization </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/solutions/hybrid-and-multicloud-application-platform" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Hybrid and Multi-cloud Application Platform" track-type="navMenu" track-metadata-eventdetail="globalMenu" 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class="devsite-nav-text" tooltip> VMware Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/run" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Run" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudRun"> <span class="devsite-nav-text" tooltip> Cloud Run </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/products#compute" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all compute products" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="seeAllComputeProducts"> <span class="devsite-nav-text" tooltip> See all compute products </span> </a> </li> <li class="devsite-nav-item"> <a 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Dataproc" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="dataproc"> <span class="devsite-nav-text" tooltip> Dataproc </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/data-fusion" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Data Fusion" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudDataFusion"> <span class="devsite-nav-text" tooltip> Cloud Data Fusion </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/composer" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Composer" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudComposer"> <span class="devsite-nav-text" tooltip> Cloud Composer </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/data-catalog" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Data Catalog" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="dataCatalog"> <span class="devsite-nav-text" tooltip> Data Catalog </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/dataprep" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Dataprep" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="dataprep"> <span class="devsite-nav-text" tooltip> Dataprep </span> </a> </li> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210126064633/https://marketingplatform.google.com/about/data-studio/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Data Studio" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="googleDataStudio"> <span class="devsite-nav-text" tooltip> Google Data Studio </span> </a> </li> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210126064633/https://marketingplatform.google.com/about/enterprise/#?modal_active=none" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Marketing Platform" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="googleMarketingPlatform"> <span class="devsite-nav-text" tooltip> Google Marketing Platform </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/life-sciences" class="devsite-nav-title gc-analytics-event " 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track-metadata-position="nav" track-name="cloudBigtable"> <span class="devsite-nav-text" tooltip> Cloud Bigtable </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/firestore" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Firestore" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="firestore"> <span class="devsite-nav-text" tooltip> Firestore </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/memorystore" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Memorystore" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="memorystore"> <span class="devsite-nav-text" tooltip> Memorystore </span> </a> </li> <li class="devsite-nav-item"> <a 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Database Migration Service" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="databaseMigrationService"> <span class="devsite-nav-text" tooltip> Database Migration Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/bare-metal" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Bare Metal" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="bareMetal"> <span class="devsite-nav-text" tooltip> Bare Metal </span> </a> </li> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210126064633/https://firebase.google.com/products/realtime-database/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Firebase Realtime Database" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="firebaseRealtimeDatabase"> <span class="devsite-nav-text" tooltip> Firebase Realtime Database </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/products/tools" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Developer Tools" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="developerTools"> <span class="devsite-nav-text" tooltip> Developer Tools </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/artifact-registry" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Artifact Registry" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="artifactRegistry"> <span class="devsite-nav-text" tooltip> Artifact Registry </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/cloud-build" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Build" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudBuild"> <span class="devsite-nav-text" tooltip> Cloud Build </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/code" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Code" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudCode"> <span class="devsite-nav-text" tooltip> Cloud Code </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/deployment-manager" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Deployment Manager" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudDeploymentManager"> <span class="devsite-nav-text" tooltip> Cloud Deployment Manager </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/sdk" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud SDK" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudSdk"> <span class="devsite-nav-text" tooltip> Cloud SDK </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/scheduler" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Scheduler" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudScheduler"> <span class="devsite-nav-text" tooltip> Cloud Scheduler </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/source-repositories" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Source Repositories" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudSourceRepositories"> <span class="devsite-nav-text" tooltip> Cloud Source Repositories </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/tasks" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Tasks" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudTasks"> <span class="devsite-nav-text" tooltip> Cloud Tasks </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/container-registry" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Container Registry" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="containerRegistry"> <span class="devsite-nav-text" tooltip> Container Registry </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/tekton" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Tekton" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="tekton"> <span class="devsite-nav-text" tooltip> Tekton </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/products/tools" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all developer tools" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="seeAllDeveloperTools"> <span class="devsite-nav-text" tooltip> See all developer tools </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip> <span class="devsite-nav-text" tooltip> Healthcare and Life Sciences </span> </span> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/apigee/solutions/healthcare-apix" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Apigee Healthcare APIx" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="apigeeHealthcareApix"> <span class="devsite-nav-text" tooltip> Apigee Healthcare APIx </span> </a> </li> <li class="devsite-nav-item"> <a 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data-category="Site-Wide Custom Events" data-label="Responsive Tab: Healthcare Natural Language AI" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="healthcareNaturalLanguageAi"> <span class="devsite-nav-text" tooltip> Healthcare Natural Language AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/anthos" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Hybrid and Multi-cloud" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="hybridAndMultiCloud"> <span class="devsite-nav-text" tooltip> Hybrid and Multi-cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/anthos" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Anthos" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="anthos"> <span class="devsite-nav-text" tooltip> Anthos </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/looker" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Looker" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="looker"> <span class="devsite-nav-text" tooltip> Looker </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/anthos/run" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Run for Anthos" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudRunForAnthos"> <span class="devsite-nav-text" tooltip> Cloud Run for Anthos </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/kubernetes-applications" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud Marketplace for Anthos" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="googleCloudMarketplaceForAnthos"> <span class="devsite-nav-text" tooltip> Google Cloud Marketplace for Anthos </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/migrate/anthos" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate for Anthos" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="migrateForAnthos"> <span class="devsite-nav-text" tooltip> Migrate for Anthos </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/products/operations" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Operations" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="operations"> <span class="devsite-nav-text" tooltip> Operations </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/cloud-build" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Build" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudBuild"> <span class="devsite-nav-text" tooltip> Cloud Build </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/traffic-director" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Traffic Director" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="trafficDirector"> <span class="devsite-nav-text" tooltip> Traffic Director </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/apigee" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Apigee API Management" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="apigeeApiManagement"> <span class="devsite-nav-text" tooltip> Apigee API Management </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip> <span class="devsite-nav-text" tooltip> Internet of Things </span> </span> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/iot-core" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud IoT Core" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudIotCore"> <span class="devsite-nav-text" tooltip> Cloud IoT Core </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/edge-tpu" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Edge TPU" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="edgeTpu"> <span class="devsite-nav-text" tooltip> Edge TPU </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/products/management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Management Tools" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="managementTools"> <span class="devsite-nav-text" tooltip> Management Tools </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/shell" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Shell" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudShell"> <span class="devsite-nav-text" tooltip> Cloud Shell </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210126064633/https://cloud.google.com/cloud-console" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Console" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudConsole"> <span class="devsite-nav-text" tooltip> Cloud Console </span> </a> </li> <li class="devsite-nav-item"> <a 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track-type="globalNav" track-name="breadcrumb" track-metadata-position="3" track-metadata-eventdetail="AI Platform"> AI Platform </a> </li> </ul> </div> <devsite-toc class="devsite-nav" devsite-toc-embedded disabled> </devsite-toc> <div class="devsite-article-body clearfix devsite-no-page-title"> <cloudx-tags tags="105D176Y"></cloudx-tags> <article id="cloud-site"> <style> .module-section:first-child { margin-top: 48px; } .module-section:empty { display: none; } .module-section:not(:empty) { margin-bottom: 48px; } .richtext p { color: inherit; font: inherit; margin-bottom: 0; } .cloud-jump-content { padding-top: 54px; } /* TODO(davecoy) can delete description styles after */ /* next devsite release on 4-13-2020 */ .cloud-module__description { margin-top: 24px; } .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; } } /** Video Component */ .bricks-video__asset { display: inline-block; position: relative; } .bricks-video__asset img { border-radius: 4px; } .bricks-video__asset::hover .bricks-video__icon { color: #1a73e8; } .bricks-video__icon { align-items: center; color: rgb(40, 40, 40, .8); display: flex; height: 100%; justify-content: center; position: absolute; top: 0; width: 100%; } .bricks-video__icon svg { fill: currentColor; } .bricks-video__timestamp { background-color: rgba(0, 0, 0, .6); border-radius: 50px; bottom: 0; color: #fff; display: inline-block; font-size: 11px; font-weight: 500; letter-spacing: 1px; line-height: 14px; margin: 8px; padding: 2px 5px; position: absolute; right: 0; } .bricks-video__caption { text-align: left; width: 450px; margin: 16px auto 0 auto; } @media(max-width: 1024px) { .bricks-video__caption { text-align: center; } } </style> <style> .product-template__benefits:not(:empty) { margin-top: 36px; } </style> <section class="module-section"></section> <style> .in-page-navigation-module cloudx-jump-menu[mixed], .in-page-navigation-module .cloud-jump-menu { padding-top: 0 } .in-page-navigation-module .bricks-jump-menu { background-color: #f8f9fa; } @media(min-width: 1024px) { .in-page-navigation-module .bricks-jump-menu { margin-top: 60px; } .in-page-navigation-module .bricks-jump-menu--has-banner { margin-top: 0; } } #cloud-site cloudx-jump-menu .in-page-navigation-module__headline { margin-top: 0; } </style> <div class="in-page-navigation-module"> <nav data-cloud-menu-label="Jump to" data-cloud-hidden-large="true" class="cloud-jump-menu cloud-jump-menu__mixed bricks-jump-menu--has-banner"> <div class="cloud-menu-content"> <a href="#" class="cloud-jump-menu__toggle cloud-jump-menu__toggle--hide-large">Jump to<i class="material-icons" aria-hidden="true" translate="no"><span></span></i></a> <div class="cloud-jump-menu__links"> <span class="cloud-subhead 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class="hero-module" track-metadata-module="hero" track-metadata-module_headline="ai platform" track-metadata-position="hero"> <div class="cloud-grid--alternate"> <div class="hero-module__content cloud-grid__col is-8"> <div class="cws-spacer-2--bottom"> <h2 class="cloud-headline2" id="ai-platform" data-text=" AI Platform "> AI Platform </h2> </div> <div class="cws-spacer-3--bottom"> <p class="richtext cloud-body-text__large"> <p>Fully managed, end-to-end platform for data science and machine learning.</p> </p> </div> <div class="hero-module__button-wrapper cws-spacer-3--top"> <div class="hero-module__buttons"> <a class="cloud-button cloud-button--primary" href="https://web.archive.org/web/20210126064633/https://console.cloud.google.com/freetrial" target="_blank" rel="noopener" track-type="button" track-metadata-eventdetail="console.cloud.google.com/freetrial" track-metadata-modifier="primary" track-metadata-module="hero" track-metadata-module_headline="ai platform" track-name="try it 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class="hero-module__checkmark cloud-grid__col is-12"> <span class="hero-module__checkmark-check"> <svg width="16px" height="16px" viewbox="0 0 16 16" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" jetway-hooks="{}"> <title>check_circle_filled_black_24dp (1)</title> <g jetway-hook-id="F02B8FBA-AEEF-44BA-996B-E086CA71F796" id="Redlines" stroke="none" stroke-width="1" fill="none" fill-rule="evenodd"> <g jetway-hook-id="535FAA57-9E4D-413B-A133-93DE76DB7A57" id="Tiered-wayfinding_template_r1v1" transform="translate(-868.000000, -1185.000000)"> <g jetway-hook-id="1FFC08A8-B7B9-48BB-98A6-C4AB020A5062" id="Group" transform="translate(868.000000, 1149.000000)"> <g jetway-hook-id="38D95AEE-8F2F-4BFD-8B6C-84852F733298" id="Group-6" transform="translate(0.000000, 32.000000)"> <g jetway-hook-id="D8CF8B54-4398-4E49-860C-BF2BBB2D6C18" id="check_circle_filled_black_24dp-(1)" transform="translate(0.000000, 4.000000)"> <path d="M8,1.33333333 C4.32,1.33333333 1.33333333,4.32 1.33333333,8 C1.33333333,11.68 4.32,14.6666667 8,14.6666667 C11.68,14.6666667 14.6666667,11.68 14.6666667,8 C14.6666667,4.32 11.68,1.33333333 8,1.33333333 Z M6.66666667,11.3333333 L4,8.66666667 L4.93333333,7.73333333 L6.66666667,9.46666667 L11.0666667,5.06666667 L12,6 L6.66666667,11.3333333 Z" jetway-hook-id="353F0A81-19F2-4A9A-9592-E9662EFB15BF" id="Shape" fill="#34A853" fill-rule="nonzero"> </path> <polygon jetway-hook-id="C4F08A30-32B2-45B6-AB0C-E5494B408335" id="Path" points="0 0 16 0 16 16 0 16"> </polygon> </g> </g> </g> </g> </g> </svg></span> <span class="richtext cloud-body-text"> <p>Robust governance with interpretable models</p> </span> </li> </ul> </div> <div class="hero-module__right-rail cloud-grid__col is-4"> <div class="cloud-card cloud-card--no-hover cloud-elevation-z1"> <div class="cloud-card__content--has-footer" style=""> <div class="cloud-card__icon"> <img src="https://web.archive.org/web/20210126064633im_/https://cloudx-bricks-prod-bucket.storage.googleapis.com/icon__gated-content--offer@SVG.svg" alt="Offer icon" class=""> </div> <h6 class="cloud-card__headline cloud-subhead2" id="new-ai-platform-unified-brings-together-ai-platform,-automl,-and-mlops-in-one-complete,-cohesive-platform." data-text="NEW AI Platform (Unified) brings together AI Platform, AutoML, and MLOps in one complete, cohesive platform.">NEW AI Platform (Unified) brings together AI Platform, AutoML, and MLOps in one complete, cohesive platform.</h6> </div> <div class="cloud-card__footer"> <a class="cloud-button cloud-button--flat" href="/web/20210126064633/https://cloud.google.com/ai-platform-unified/docs" track-type="button" track-metadata-eventdetail="cloud.google.com/ai-platform-unified/docs" track-metadata-modifier="flat" track-metadata-module="hero" track-metadata-module_headline="ai platform" track-name="try it now in preview" track-metadata-parent_type="card" track-metadata-position="hero"> Try it now in Preview </a> </div> </div> </div> </div> </div> <div class="product-template__benefits"> <div class="cloud-jump-section" data-cloud-main-text="Benefits"> <p class="cloud-eyebrow" style="margin-bottom: 16px;">Benefits</p> <style> .benefit-module__headline { margin: 0 0 36px; } .benefit-module__copy-block { border: 1px solid #dbdce0; padding: 36px; } </style> <div class="benefits-module cloud-copy" track-metadata-module="benefits"> <div class="benefit-module__copy-block cloud-grid--alternate"> <div class="cloud-grid__col cloud-copy__text is-6 is-4__large"> <div class="benefit-module__headline"> <h4 class="cloud-headline4" id="for-every-skill-level" data-text="For every skill level">For every skill level</h4> </div> <span class="richtext cloud-body-text"> <p>Whether it's point-and-click data science using AutoML or advanced model optimization, AI Platform helps all users take their projects from ideation to deployment, quickly and seamlessly.</p> </span> </div> <div class="cloud-grid__col cloud-copy__text is-6 is-4__large"> <div class="benefit-module__headline"> <h4 class="cloud-headline4" id="mlops,-simplified" data-text="MLOps, simplified">MLOps, simplified</h4> </div> <span class="richtext cloud-body-text"> <p>Machine learning doesn’t stop at deployment. AI Platform makes it easy for developers, data scientists, and data engineers to streamline and scale their ML workflows. </p> </span> </div> <div class="cloud-grid__col cloud-copy__text is-6 is-4__large"> <div class="benefit-module__headline"> <h4 class="cloud-headline4" id="best-of-googles-ai" data-text="Best of Google's AI">Best of Google's AI</h4> </div> <span class="richtext cloud-body-text"> <p>Take advantage of Google’s expertise in AI by infusing our cutting-edge technologies into your applications via tools on AI Platform like TPUs and TensorFlow.</p> </span> </div> </div> </div> </div> </div> </section> <section class="module-section"></section> <section class="module-section"> <div class="cloud-jump-section" data-cloud-main-text="Key features"> <p class="cloud-eyebrow" style="margin-bottom: 16px;">Key features</p> <style> .key-features-module__eyebrow { margin-bottom: 8px; } .key-features-module__key-feature { margin-bottom: 40px; } .key-features-module__key-feature:last-of-type { margin-bottom: 24px; } .key-features-module__right-rail:not(:empty) { margin-top: 36px; } @media(min-width: 768px) { .key-features-module__right-rail:not(:empty) { margin-top: 0; } } </style> <div class="key-features-module" track-metadata-module="key features" track-metadata-module_headline="end-to-end machine learning life cycle"> <div class="cloud-grid"> <div class="key-features-module__headline cws-spacer-4--bottom cloud-grid__col is-8"> <h3 class="cloud-headline3" id="end-to-end-machine-learning-life-cycle" data-text=" End-to-end machine learning life cycle "> End-to-end machine learning life cycle </h3> </div> </div> <div class="cloud-grid--alternate"> <div class="cloud-grid__col is-8"> <div class="key-features-module__key-feature"> <h5 class="cloud-headline5" id="prepare" data-text="Prepare">Prepare</h5> <span class="richtext cloud-body-text"> <p>Prepare and store your datasets with <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/bigquery/docs/datasets-intro" track-type="inline link" track-metadata-eventdetail="cloud.google.com/bigquery/docs/datasets-intro" track-metadata-module="key features" track-metadata-module_headline="end-to-end machine learning life cycle" track-name="bigquery">BigQuery</a> and <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/storage" track-type="inline link" track-metadata-eventdetail="cloud.google.com/storage" track-metadata-module="key features" track-metadata-module_headline="end-to-end machine learning life cycle" track-name="cloud storage">Cloud Storage</a>, then use the built-in <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/ai-platform/data-labeling/docs" track-type="inline link" track-metadata-eventdetail="cloud.google.com/ai-platform/data-labeling/docs" track-metadata-module="key features" track-metadata-module_headline="end-to-end machine learning life cycle" track-name="data labeling service">Data Labeling Service</a> to label your training data for classification, object detection, entity extraction, and other objectives for image, video, tabular, and text data.</p> </span> </div> <div class="key-features-module__key-feature"> <h5 class="cloud-headline5" id="build" data-text="Build">Build</h5> <span class="richtext cloud-body-text"> <p>Build best-in-class ML models without writing any code with <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/automl" track-type="inline link" track-metadata-eventdetail="cloud.google.com/automl" track-metadata-module="key features" track-metadata-module_headline="end-to-end machine learning life cycle" track-name="automl">AutoML</a>'s easy-to-use UI, or using your own code written in <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/ai-platform-notebooks" track-type="inline link" track-metadata-eventdetail="cloud.google.com/ai-platform-notebooks" track-metadata-module="key features" track-metadata-module_headline="end-to-end machine learning life cycle" track-name="notebooks">Notebooks</a>, a managed Jupyter Notebook service. Use the latest open-source deep learning frameworks on <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/deep-learning-vm" track-type="inline link" track-metadata-eventdetail="cloud.google.com/deep-learning-vm" track-metadata-module="key features" track-metadata-module_headline="end-to-end machine learning life cycle" track-name="deep learning vm image">Deep Learning VM Image</a> or <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/ai-platform/deep-learning-containers" track-type="inline link" track-metadata-eventdetail="cloud.google.com/ai-platform/deep-learning-containers" track-metadata-module="key features" track-metadata-module_headline="end-to-end machine learning life cycle" track-name="deep learning containers">Deep Learning Containers</a>. Then train your models with our fully managed <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/ai-platform/training/docs/overview" track-type="inline link" track-metadata-eventdetail="cloud.google.com/ai-platform/training/docs/overview" track-metadata-module="key features" track-metadata-module_headline="end-to-end machine learning life cycle" track-name="training">Training</a> service.</p> </span> </div> <div class="key-features-module__key-feature"> <h5 class="cloud-headline5" id="validate" data-text="Validate">Validate</h5> <span class="richtext cloud-body-text"> <p>Validate your model with <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/explainable-ai" track-type="inline link" track-metadata-eventdetail="cloud.google.com/explainable-ai" track-metadata-module="key features" track-metadata-module_headline="end-to-end machine learning life cycle" track-name="ai explanations">AI Explanations</a> and <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/ai-platform/prediction/docs/using-what-if-tool" track-type="inline link" track-metadata-eventdetail="cloud.google.com/ai-platform/prediction/docs/using-what-if-tool" track-metadata-module="key features" track-metadata-module_headline="end-to-end machine learning life cycle" track-name="what-if tool">What-If Tool</a>, which help you understand your model's outputs, verify model behavior, identify bias, and find ways to improve your model and training data. Take model tuning a step further using <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/ai-platform/optimizer/docs/overview" track-type="inline link" track-metadata-eventdetail="cloud.google.com/ai-platform/optimizer/docs/overview" track-metadata-module="key features" track-metadata-module_headline="end-to-end machine learning life cycle" track-name="vizier">Vizier</a>, a black-box optimization service, to tune hyperparameters and optimize your model’s performance.</p> </span> </div> <div class="key-features-module__key-feature"> <h5 class="cloud-headline5" id="deploy" data-text="Deploy">Deploy</h5> <span class="richtext cloud-body-text"> <p>Deploy your models at scale to get predictions in the cloud with <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/ai-platform/prediction/docs" track-type="inline link" track-metadata-eventdetail="cloud.google.com/ai-platform/prediction/docs" track-metadata-module="key features" track-metadata-module_headline="end-to-end machine learning life cycle" track-name="prediction">Prediction</a>, which hosts your model for online and batch prediction requests. You can also use <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/vision/automl/docs/edge-quickstart" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vision/automl/docs/edge-quickstart" track-metadata-module="key features" track-metadata-module_headline="end-to-end machine learning life cycle" track-name="automl vision edge">AutoML Vision Edge</a> to deploy your models at the edge and trigger real-time actions based on local data. <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/tensorflow-enterprise" track-type="inline link" track-metadata-eventdetail="cloud.google.com/tensorflow-enterprise" track-metadata-module="key features" track-metadata-module_headline="end-to-end machine learning life cycle" track-name="tensorflow enterprise">TensorFlow Enterprise</a> offers enterprise-grade support for TensorFlow instances. </p> </span> </div> <div class="key-features-module__key-feature"> <h5 class="cloud-headline5" id="mlops" data-text="MLOps">MLOps</h5> <span class="richtext cloud-body-text"> <p>Manage your models, experiments, and end-to-end workflows with <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/ai-platform/pipelines/docs" track-type="inline link" track-metadata-eventdetail="cloud.google.com/ai-platform/pipelines/docs" track-metadata-module="key features" track-metadata-module_headline="end-to-end machine learning life cycle" track-name="pipelines">Pipelines</a> by applying <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/solutions/machine-learning/mlops-continuous-delivery-and-automation-pipelines-in-machine-learning" track-type="inline link" track-metadata-eventdetail="cloud.google.com/solutions/machine-learning/mlops-continuous-delivery-and-automation-pipelines-in-machine-learning" track-metadata-module="key features" track-metadata-module_headline="end-to-end machine learning life cycle" track-name="mlops">MLOps</a> best practices with robust, repeatable pipelines. <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/ai-platform/prediction/docs/continuous-evaluation" track-type="inline link" track-metadata-eventdetail="cloud.google.com/ai-platform/prediction/docs/continuous-evaluation" track-metadata-module="key features" track-metadata-module_headline="end-to-end machine learning life cycle" track-name="continuous evaluation">Continuous evaluation</a> helps you monitor your models' performance, and provides continual feedback over time.</p> <p></p> </span> <img src="https://web.archive.org/web/20210126064633im_/https://cloudx-bricks-prod-bucket.storage.googleapis.com/03f5a53dc221e4b933fa7fd86f9c49ad90d943a920eb60fc17857a27df4575d6.svg" alt="AI Platform diagram"> </div> <a class="cloud-button cloud-button--flat cloud-smooth-scroll" href="#all-features" track-type="button" track-metadata-eventdetail="cloud.google.com" track-metadata-modifier="flat" track-metadata-module="key features" track-metadata-module_headline="end-to-end machine learning life cycle" track-name="view all features"> View all features </a> </div> <div class="key-features-module__right-rail cloud-grid__col is-4"> <div class="cloud-block cloud-elevation-z1 cloud-block--responsive "> <a class="cloud-block__link" href="https://web.archive.org/web/20210126064633/https://cloud.google.com/blog/products/ai-machine-learning/google-cloud-a-leader-in-notebook-based-predictive-analytics-ml" track-type="block" track-metadata-child_eyebrow="blog" track-metadata-child_headline="leader in forrester notebook-based predictive analytics ml" track-metadata-eventdetail="cloud.google.com/blog/products/ai-machine-learning/google-cloud-a-leader-in-notebook-based-predictive-analytics-ml" track-metadata-module="key features" track-metadata-module_headline="end-to-end machine learning life cycle" track-name="leader in forrester notebook-based predictive analytics ml"> <div class="cloud-block__container"> <div class="cloud-block__image cloud-block__image--fill cloud-block__image--aside"> <img src="https://web.archive.org/web/20210126064633im_/https://lh3.googleusercontent.com/fV03KC5eSm5jlhW_Fvt-VItKfJ1qgrtJWKpmN_opgR7Nb3V6Arqfc6oFc4bIF7QNWre24ad19Lc=e14-rj-sc0xffffff-w72" srcset="https://web.archive.org/web/20210126064633im_/https://lh3.googleusercontent.com/fV03KC5eSm5jlhW_Fvt-VItKfJ1qgrtJWKpmN_opgR7Nb3V6Arqfc6oFc4bIF7QNWre24ad19Lc=e14-rj-sc0xffffff-w144 2x" alt=""> </div> <div class="cloud-block__content"> <p class="cloud-block__eyebrow cloud-eyebrow"> BLOG </p> <p class="cloud-subhead2">Leader in Forrester Notebook-Based Predictive Analytics & ML</p> </div> </div> </a> </div> </div> </div> </div> </div> </section> <section class="module-section"> <div class="cloud-jump-section" data-cloud-main-text="Customers"> <p class="cloud-eyebrow" style="margin-bottom: 16px;">Customers</p> <style> .customer-module__carousel .cloud-carousel { padding: 0; } .customer-module__carousel, .customer-module__headline { margin-bottom: 36px; } @media(max-width: 768px) { .customer-module__headline { margin-bottom: 0; } } </style> <div class="customer-module" track-metadata-module="customers carousel" track-metadata-module_headline="customers"> <div class="cloud-grid--alternate"> <div class="cloud-grid__col is-8"> <div class="customer-module__headline"> <h3 class="cloud-headline3" id="customers" data-text="Customers">Customers</h3> </div> </div> </div> <div class="customer-module__carousel"> <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 cloud-carousel--bleed-right"> <div class="cloud-carousel__slide-deck-container"> <div class="cloud-carousel__slide-deck" role="group"> <div class="cloud-carousel__slide"> <a class="cloud-card-standard cloud-card-standard--customer-story lb" href="https://web.archive.org/web/20210126064633/https://www.youtube.com/watch?v=IuQ1KZoOTLw" target="_blank" rel="noopener" data-lightbox-height="506" data-lightbox-width="900" track-type="card" track-metadata-child_eyebrow="video" track-metadata-child_headline="cardinal health improves agility and reduces costs with ai platform" track-metadata-child_index="1" track-metadata-child_total="4" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-video-id="IuQ1KZoOTLw" track-metadata-module="customers carousel" track-metadata-module_headline="customers" track-name="cardinal health improves agility and reduces costs with ai platform"> <div class="cloud-card-standard__content"> <div class="cloud-card-standard__logo"> <img srcset="https://web.archive.org/web/20210126064633im_/https://lh3.googleusercontent.com/JMNbZrLkjtapLXdOesQSmMPlDVbF9p-3YV3yxquNYBHOS7mjTORNznrlcf6ey2jt_sqfIA_nDDo=e14-rj-sc0xffffff-h72-w240 2x" 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track-metadata-eventdetail="cloud.google.com/customers" track-metadata-modifier="flat" track-metadata-module="customers carousel" track-metadata-module_headline="customers" track-name="see all customers"> See all customers </a> </div> </div> </div> </section> <section class="module-section"></section> <section class="module-section"> <div class="cloud-jump-section" data-cloud-main-text="What's new"> <p class="cloud-eyebrow" style="margin-bottom: 16px;">What's new</p> <style> .whats-new-module .cloud-carousel { padding: 0; } .whats-new-module__headline { margin-bottom: 36px; } </style> <div class="whats-new-module" track-metadata-module="whats new" track-metadata-module_headline="highlights from next 20 onair"> <div class="cloud-grid--alternate"> <div class="cloud-grid__col is-8"> <div class="whats-new-module__headline"> <h3 class="cloud-headline3" id="highlights-from-next-’20:-onair" data-text="Highlights from Next ’20: OnAir ">Highlights from Next ’20: OnAir </h3> <p class="cloud-module__description"> <span class="richtext"> <p> <a href="https://web.archive.org/web/20210126064633/https://cloud.google.com/newsletter" track-type="inline link" track-metadata-eventdetail="cloud.google.com/newsletter" track-metadata-module="whats new" track-metadata-module_headline="highlights from next 20 onair" track-name="sign up">Sign up</a> for Google Cloud newsletters to receive product updates, event information, special offers, and more.</p> </span> </p> </div> </div> </div> <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"> <div class="cloud-carousel__slide-deck-container"> <div class="cloud-carousel__slide-deck" role="group"> <div class="cloud-carousel__slide cloud-carousel__slide--story"> <a class="cloud-carousel__slide-link" href="https://web.archive.org/web/20210126064633/https://cloud.google.com/blog/products/ai-machine-learning/key-requirements-for-an-mlops-foundation" track-type="carousel slide item" track-metadata-child_eyebrow="blog post" track-metadata-child_headline="key requirements for an mlops foundation" track-metadata-child_index="1" track-metadata-child_total="5" track-metadata-eventdetail="cloud.google.com/blog/products/ai-machine-learning/key-requirements-for-an-mlops-foundation" track-metadata-module="whats new" track-metadata-module_headline="highlights from next 20 onair" track-name="read the blog"> <div class="cloud-carousel__slide-image cloud-carousel__slide-image--rounded"> <img src="https://web.archive.org/web/20210126064633im_/https://lh3.googleusercontent.com/iZ0kxhcyOY_o-_e3-cQcctoCMqgPHgwSy-4ogvNMAbqLHc9hbqi4p0nBjLQ0P8sCR_YWV88h9vyc=e14-rj-sc0xffffff-h130-w102" 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class="cloud-carousel__slide-body"> <p class="cloud-carousel__slide-metadata cloud-eyebrow"> <span class="cloud-carousel__slide-eyebrow">Video</span> </p> <p class="cloud-carousel__slide-description cloud-subhead"> <span>Overview of AI Platform Notebooks on Google Cloud</span> <span class="cloud-link cloud-carousel__slide-cta">Watch video</span> </p> </div> </a> </div> <div class="cloud-carousel__slide cloud-carousel__slide--story"> <a class="cloud-carousel__slide-link lb" href="https://web.archive.org/web/20210126064633/https://www.youtube.com/watch?v=hTi7ZW6rlM0" target="_blank" rel="noopener" data-lightbox-height="506" data-lightbox-width="900" track-type="carousel slide item" track-metadata-child_eyebrow="video" track-metadata-child_headline="interpreting ml models with explainable ai" track-metadata-child_index="5" track-metadata-child_total="5" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-video-id="hTi7ZW6rlM0" track-metadata-module="whats new" track-metadata-module_headline="highlights from next 20 onair" track-name="watch video"> <div class="cloud-carousel__slide-image cloud-carousel__slide-image--rounded"> <img src="https://web.archive.org/web/20210126064633im_/https://lh3.googleusercontent.com/Bod2E5LAqQ3CXy3VppOWnr-IKwdvabCuptFxpRbjeQtanjdof_657aJZ6ZgpR4VmhpwW4ZHZDr9f=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210126064633im_/https://lh3.googleusercontent.com/Bod2E5LAqQ3CXy3VppOWnr-IKwdvabCuptFxpRbjeQtanjdof_657aJZ6ZgpR4VmhpwW4ZHZDr9f=e14-rj-sc0xffffff-h260-w204 2x" alt="Sara Robinson"> </div> <div class="cloud-carousel__slide-body"> <p class="cloud-carousel__slide-metadata cloud-eyebrow"> <span class="cloud-carousel__slide-eyebrow">Video</span> </p> <p class="cloud-carousel__slide-description cloud-subhead"> <span>Interpreting ML models with explainable AI</span> <span class="cloud-link cloud-carousel__slide-cta">Watch video</span> </p> </div> </a> </div> </div> </div> <div class="cloud-carousel__controls cloud-carousel__controls--hide-nuggets"> <div class="cloud-carousel__arrow left-arrow"> <img src="https://web.archive.org/web/20210126064633im_/https://www.gstatic.com/images/icons/material/system/2x/keyboard_arrow_left_black_36dp.png" alt="Previous slide"> </div> <div class="cloud-carousel__arrow right-arrow"> <img src="https://web.archive.org/web/20210126064633im_/https://www.gstatic.com/images/icons/material/system/2x/keyboard_arrow_right_black_36dp.png" alt="Next slide"> </div> <div class="cloud-carousel__nuggets"> <div class="cloud-carousel__nugget"></div> </div> </div> </div> </div> </div> </section> <section class="module-section"> <div class="cloud-jump-section" data-cloud-main-text="Documentation" data-cloud-is-subtitle-linked="true"> <p class="cloud-eyebrow" style="margin-bottom: 16px;">Documentation </p> <style> .documentation-module__headline { margin-bottom: 36px; } .documentation-module__more-docs { margin-bottom: 24px; } </style> <div class="documentation-module" track-metadata-module="documentation" track-metadata-module_headline="docs quickstarts and more"> <div class="cloud-grid--alternate"> <div class="documentation-module__copy cloud-grid__col is-8"> <div class="documentation-module__headline"> <h3 class="cloud-headline3" id="docs,-quickstarts,-and-more" data-text=" Docs, quickstarts, and more "> Docs, quickstarts, and more </h3> </div> </div> </div> <div class="cloud-grid--alternate cloud-grid--row-gap"> <div class="cloud-grid__col is-8"> <div class="cloud-list"> <div class="cloud-list-item"> <div class="cloud-list-item__content"> <div class="cloud-list-item__header"> <span class="cloud-chip cloud-chip--green-bg "> Google Cloud Basics </span> </div> <h5 class="cloud-headline5 cloud-list-item__headline" id="introduction-to-ai-platform-classic" data-text=" Introduction to AI Platform (Classic)"> Introduction to AI Platform (Classic)</h5> <p class="cloud-body-text cloud-list-item__blurb"><span class="richtext cloud-body-text">Fundamentals of AI Platform (Classic) and how it fits in your ML workflow.</span></p> </div> <div class="cloud-list-item__footer"> <div class="cloud-button__set"> <a class="cloud-button cloud-button--flat" href="https://web.archive.org/web/20210126064633/https://cloud.google.com/ai-platform/docs/technical-overview" track-type="button" track-metadata-child_index="1" track-metadata-child_total="7" track-metadata-eventdetail="cloud.google.com/ai-platform/docs/technical-overview" track-metadata-modifier="flat" track-metadata-module="documentation" track-metadata-module_headline="docs quickstarts and more" track-name="learn more" track-metadata-parent_type="list item"> Learn more </a> </div> </div> </div> <div class="cloud-list-item"> <div class="cloud-list-item__content"> <div class="cloud-list-item__header"> <span class="cloud-chip cloud-chip--green-bg "> Quickstart </span> </div> <h5 class="cloud-headline5 cloud-list-item__headline" id="training-and-prediction-with-tensorflow-keras" data-text=" Training and prediction with TensorFlow Keras"> Training and prediction with TensorFlow Keras</h5> <p class="cloud-body-text cloud-list-item__blurb"><span class="richtext cloud-body-text">How to train a neural network on AI Platform using the Keras sequential API and how to serve predictions from that model.</span> </p> </div> <div class="cloud-list-item__footer"> <div class="cloud-button__set"> <a class="cloud-button cloud-button--flat" href="https://web.archive.org/web/20210126064633/https://cloud.google.com/ai-platform/docs/getting-started-keras" track-type="button" track-metadata-child_index="2" track-metadata-child_total="7" track-metadata-eventdetail="cloud.google.com/ai-platform/docs/getting-started-keras" track-metadata-modifier="flat" track-metadata-module="documentation" track-metadata-module_headline="docs quickstarts and more" track-name="learn more" track-metadata-parent_type="list item"> Learn more </a> </div> 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"> Not seeing what you’re looking for? </h5> <div class="cloud-list__footer--buttons"> <div class="cloud-button__set--flat"> <a class="cloud-button cloud-button--flat" href="https://web.archive.org/web/20210126064633/https://cloud.google.com/ai-platform/docs" track-type="button" track-metadata-eventdetail="cloud.google.com/ai-platform/docs" track-metadata-modifier="flat" track-metadata-module="documentation" track-metadata-module_headline="docs quickstarts and more" track-name="view all product documentation"> View all product documentation </a> </div> </div> </div> </div> </div> <div class="cloud-grid__col is-4 documentation-module__sidebar"> </div> </div> </div> </div> </section> <section class="module-section"></section> <section class="module-section" id="all-features"> <div class="cloud-jump-section" data-cloud-main-text="All features" data-cloud-is-subtitle-linked="true"> <p class="cloud-eyebrow" style="margin-bottom: 16px;">All features</p> <style> .feature-module__body-text__large { font-family: Google Sans, sans-serif; } .feature-module__table-header { color: #202124; } .feature-module__table-cell p { font: inherit; margin-top: 0; } .feature-module__table-cell { line-height: 30px; } .feature-module__headline { margin-bottom: 36px; } </style> <div class="feature-module" track-metadata-module="all features" track-metadata-module_headline="all your ai tools in one platform"> <div> <div class="feature-module__headline"> <h3 class="cloud-headline3" id="all-your-ai-tools-in-one-platform" data-text=" All your AI tools in one platform "> All your AI tools in one platform </h3> </div> <div class="feature-module__feature-table"> <div class="cloud-table-wrapper devsite-table-wrapper"> <table class="cloud-table"> <tbody> <tr> <td> <span class="cloud-subhead feature-module__table-header"> AI Explanations </span> </td> <td class="feature-module__table-cell"> <span class="richtext cloud-body-text">Understand how each feature in your input data contributed to model's outputs.</span> </td> </tr> <tr> <td> <span class="cloud-subhead feature-module__table-header"> AutoML </span> </td> <td class="feature-module__table-cell"> <span class="richtext cloud-body-text">Easily develop high-quality custom machine learning models without writing training routines. Powered by Google’s state-of-the-art transfer learning and hyperparameter search technology.</span> </td> </tr> <tr> <td> <span class="cloud-subhead feature-module__table-header"> Continuous evaluation </span> </td> <td class="feature-module__table-cell"> <span class="richtext cloud-body-text">Obtain metrics about the performance of your models in production. Compare predictions with ground truth labels to gain continual feedback and optimize model performance over time.</span> </td> </tr> <tr> <td> <span class="cloud-subhead feature-module__table-header"> Data Labeling Service </span> </td> <td class="feature-module__table-cell"> <span class="richtext cloud-body-text">Get highly accurate labels from human labelers for better machine learning models.</span> </td> </tr> <tr> <td> <span class="cloud-subhead feature-module__table-header"> Deep Learning Containers </span> </td> <td class="feature-module__table-cell"> <span class="richtext cloud-body-text">Quickly build and deploy models in a portable and consistent environment for all your AI applications.</span> </td> </tr> <tr> <td> <span class="cloud-subhead feature-module__table-header"> Deep Learning VM Image </span> </td> <td class="feature-module__table-cell"> <span class="richtext cloud-body-text">Instantiate a VM image containing the most popular AI frameworks on a Compute Engine instance without worrying about software compatibility.</span> </td> </tr> <tr> <td> <span class="cloud-subhead feature-module__table-header"> Notebooks </span> </td> <td class="feature-module__table-cell"> <span class="richtext cloud-body-text">Create, manage, and connect to VMs with JupyterLab, the standard data scientist workbench. VMs come pre-installed deep learning frameworks and libraries.</span> </td> </tr> <tr> <td> <span class="cloud-subhead feature-module__table-header"> Pipelines </span> </td> <td class="feature-module__table-cell"> <span class="richtext cloud-body-text">Implement MLOps by orchestrating the steps in your ML workflow as a pipeline without the difficulty of setting up Kubeflow Pipelines with TensorFlow Extended (TFX).</span> </td> </tr> <tr> <td> <span class="cloud-subhead feature-module__table-header"> Prediction </span> </td> <td class="feature-module__table-cell"> <span class="richtext cloud-body-text">Easily deploy your models to managed, scalable endpoints for online or batch predictions.</span> </td> </tr> <tr> <td> <span class="cloud-subhead feature-module__table-header"> TensorFlow Enterprise </span> </td> <td class="feature-module__table-cell"> <span class="richtext cloud-body-text">Easily develop and deploy TensorFlow models on Google Cloud with enterprise-grade support and cloud scale performance.</span> </td> </tr> <tr> <td> <span class="cloud-subhead feature-module__table-header"> Training </span> </td> <td class="feature-module__table-cell"> <span class="richtext cloud-body-text">Train any models in any framework on any hardware, from single machines to large clusters with multiple accelerators.</span> </td> </tr> <tr> <td> <span class="cloud-subhead feature-module__table-header"> Vizier </span> </td> <td class="feature-module__table-cell"> <span class="richtext cloud-body-text">Optimize your model's output by intelligently tuning hyperparameters.</span> </td> </tr> <tr> <td> <span class="cloud-subhead feature-module__table-header"> What-If Tool </span> </td> <td class="feature-module__table-cell"> <span class="richtext cloud-body-text">Visualize your datasets and probe your model to better understand its behavior with an interactive visual interface.</span> </td> </tr> </tbody> </table> </div> </div> </div> </div> </div> </section> <section class="module-section"> <div class="cloud-jump-section" data-cloud-main-text="Pricing" data-cloud-is-subtitle-linked="true"> <p class="cloud-eyebrow" style="margin-bottom: 16px;">Pricing</p> <style> .pricing-module__table-header span { color: #202124; } .pricing-module__table-cell { line-height: 30px; } .pricing-module__headline { margin-bottom: 36px; } .pricing-module__pricing-table, .pricing-module__pricing-cta { margin-top: 24px; } </style> <div class="pricing-module" track-metadata-module="pricing" track-metadata-module_headline="pricing"> <div> <div class="pricing-module__headline"> <h3 class="cloud-headline3" id="pricing" data-text=" Pricing "> Pricing </h3> </div> <p class="l-space-bottom-0"> <span class="richtext cloud-body-text__large"> <p>AI Platform offers scalable, flexible pricing options to fit your project and budget.</p> <p>AI Platform charges you for training your models and getting predictions. There is no charge for using AI Platform Vizier, AI Platform Notebooks, AI Platform Deep Learning Containers, AI Platform Deep Learning VM Image, or AI Platform Pipelines. 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