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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/20210217185448/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/20210217185448im_/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/20210217185448im_/https://cloud.google.com/images/navigation/products/billing_720.png 720w, /web/20210217185448im_/https://cloud.google.com/images/navigation/products/billing_856.png 856w, /web/20210217185448im_/https://cloud.google.com/images/navigation/products/billing_960.png 960w, /web/20210217185448im_/https://cloud.google.com/images/navigation/products/billing_1440.png 1440w, /web/20210217185448im_/https://cloud.google.com/images/navigation/products/billing_1920.png 1920w, /web/20210217185448im_/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" role="heading" tooltip>Media and Gaming</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210217185448/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/20210217185448im_/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/20210217185448/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/20210217185448im_/https://cloud.google.com/images/navigation/products/opencue.png" srcset="https://web.archive.org/web/20210217185448im_/https://cloud.google.com/images/navigation/products/opencue_36.png 36w, /web/20210217185448im_/https://cloud.google.com/images/navigation/products/opencue_48.png 48w, /web/20210217185448im_/https://cloud.google.com/images/navigation/products/opencue_72.png 72w, /web/20210217185448im_/https://cloud.google.com/images/navigation/products/opencue_96.png 96w, /web/20210217185448im_/https://cloud.google.com/images/navigation/products/opencue_480.png 480w, /web/20210217185448im_/https://cloud.google.com/images/navigation/products/opencue_720.png 720w, /web/20210217185448im_/https://cloud.google.com/images/navigation/products/opencue_856.png 856w, /web/20210217185448im_/https://cloud.google.com/images/navigation/products/opencue_960.png 960w, /web/20210217185448im_/https://cloud.google.com/images/navigation/products/opencue_1440.png 1440w, /web/20210217185448im_/https://cloud.google.com/images/navigation/products/opencue_1920.png 1920w, /web/20210217185448im_/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/20210217185448/https://cloud.google.com/products/cloud-migration" 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src="https://web.archive.org/web/20210217185448im_/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/20210217185448/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/20210217185448im_/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/20210217185448/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/20210217185448im_/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/20210217185448/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/20210217185448im_/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/20210217185448/https://cloud.google.com/database-migration" track-type="navMenu" track-name="Database Migration Service" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/database-migration" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210217185448im_/https://www.gstatic.com/cloud/images/navigation/database-migration.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Database Migration Service </div> <div class="devsite-nav-item-description"> Serverless, minimal downtime migrations to Cloud SQL. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210217185448/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/20210217185448im_/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"> Components for migrating VMs into system containers on GKE. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210217185448/https://cloud.google.com/migrate/compute-engine" track-type="navMenu" track-name="Migrate for Compute Engine" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/migrate/compute-engine" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210217185448im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#migrateforcomputeengine" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Migrate for Compute Engine </div> <div class="devsite-nav-item-description"> Components for migrating VMs and physical servers to Compute Engine. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210217185448/https://cloud.google.com/solutions/cloud-migration-program" track-type="navMenu" track-name="Rapid Assessment &amp; Migration Program (RAMP)" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/solutions/cloud-migration-program" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210217185448im_/https://www.gstatic.com/cloud/images/navigation/rapid-assessment.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Rapid Assessment &amp; Migration Program (RAMP) </div> <div class="devsite-nav-item-description"> End-to-end migration program to simplify your path to the cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210217185448/https://cloud.google.com/transfer-appliance" track-type="navMenu" track-name="Transfer Appliance" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/transfer-appliance" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210217185448im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#transferappliance" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Transfer Appliance </div> <div class="devsite-nav-item-description"> Storage server for moving large volumes of data to Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li 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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="https://web.archive.org/web/20210217185448/https://cloud.google.com/vpc" track-type="navMenu" track-name="Virtual Private Cloud" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/vpc" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210217185448im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#virtualprivatecloud" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Virtual Private Cloud </div> <div class="devsite-nav-item-description"> Virtual network for Google Cloud resources and cloud-based services. </div> </a> </li> </ul> <ul 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class="devsite-nav-text" tooltip> AppSheet </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/apigee" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: API Gateway" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="aPIGateway"> <span class="devsite-nav-text" tooltip> API Gateway </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/products/compute" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Compute" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="compute"> <span class="devsite-nav-text" tooltip> Compute </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/compute" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Compute Engine" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="computeEngine"> <span class="devsite-nav-text" tooltip> Compute Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/appengine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: App Engine" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="appEngine"> <span class="devsite-nav-text" tooltip> App Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/gpu" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud GPUs" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudGPUs"> <span class="devsite-nav-text" tooltip> Cloud GPUs </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/migrate/compute-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate for Compute Engine" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="migrateForComputeEngine"> <span class="devsite-nav-text" tooltip> Migrate for Compute Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/preemptible-vms" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Preemptible VMs" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="preemptibleVMs"> <span class="devsite-nav-text" tooltip> Preemptible VMs 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track-metadata-position="nav" track-name="vMwareEngine"> <span class="devsite-nav-text" tooltip> VMware Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/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/20210217185448/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 href="/web/20210217185448/https://cloud.google.com/containers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Containers" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="containers"> <span class="devsite-nav-text" tooltip> Containers </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/kubernetes-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Kubernetes Engine" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="googleKubernetesEngine"> <span class="devsite-nav-text" tooltip> Google Kubernetes Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/container-registry" class="devsite-nav-title 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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/20210217185448/https://cloud.google.com/ai-platform/deep-learning-containers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Deep Learning Containers" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="deepLearningContainers"> <span class="devsite-nav-text" tooltip> Deep Learning Containers </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/kubernetes-applications" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Kubernetes Applications" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="kubernetesApplications"> <span class="devsite-nav-text" tooltip> Kubernetes Applications </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/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/20210217185448/https://cloud.google.com/knative" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Knative" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="knative"> <span class="devsite-nav-text" tooltip> Knative </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/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/20210217185448/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/20210217185448/https://cloud.google.com/products/big-data" 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/20210217185448/https://cloud.google.com/bigquery" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: BigQuery" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="bigQuery"> <span class="devsite-nav-text" tooltip> BigQuery </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/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/20210217185448/https://cloud.google.com/dataflow" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Dataflow" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="dataflow"> <span class="devsite-nav-text" tooltip> Dataflow </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/pubsub" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Pub/Sub" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="pub/Sub"> <span class="devsite-nav-text" tooltip> Pub/Sub </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/dataproc" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: 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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/https://cloud.google.com/life-sciences" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Life Sciences" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudLifeSciences"> <span class="devsite-nav-text" tooltip> Cloud Life Sciences </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/products/databases" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Databases" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="databases"> <span class="devsite-nav-text" tooltip> Databases </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/bigtable" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Bigtable" track-type="navMenu" track-metadata-eventdetail="globalMenu" 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/20210217185448/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/20210217185448/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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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/20210217185448/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/20210217185448/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 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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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/https://cloud.google.com/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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 href="/web/20210217185448/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/20210217185448/https://cloud.google.com/console-app" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Mobile App" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudMobileApp"> <span class="devsite-nav-text" tooltip> Cloud Mobile App </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/apis" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud APIs" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudAPIs"> <span class="devsite-nav-text" tooltip> Cloud APIs </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/private-catalog" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Private Catalog" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="privateCatalog"> <span class="devsite-nav-text" tooltip> Private Catalog </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/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" track-name="costManagement"> <span class="devsite-nav-text" tooltip> Cost Management </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip> <span class="devsite-nav-text" tooltip> Media and Gaming </span> </span> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/game-servers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Game Servers" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="gameServers"> <span class="devsite-nav-text" tooltip> Game Servers </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/opencue" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: OpenCue" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="openCue"> <span class="devsite-nav-text" tooltip> OpenCue </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/products/cloud-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migration" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="migration"> <span class="devsite-nav-text" tooltip> Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/solutions/application-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application Migration" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="applicationMigration"> <span class="devsite-nav-text" tooltip> Application Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/bigquery/transfer" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: BigQuery Data Transfer Service" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="bigQueryDataTransferService"> <span class="devsite-nav-text" tooltip> BigQuery Data Transfer Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/products/data-transfer" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Data Transfer" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudDataTransfer"> <span class="devsite-nav-text" tooltip> Cloud Data Transfer </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/foundation-toolkit" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Foundation Toolkit" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudFoundationToolkit"> <span class="devsite-nav-text" tooltip> Cloud Foundation Toolkit </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/database-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: 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/20210217185448/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/20210217185448/https://cloud.google.com/migrate/compute-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate for Compute Engine" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="migrateForComputeEngine"> <span class="devsite-nav-text" tooltip> Migrate for Compute Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/solutions/cloud-migration-program" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Rapid Assessment &amp; Migration Program (RAMP)" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="rapidAssessment&amp;MigrationProgram(RAMP)"> <span class="devsite-nav-text" tooltip> Rapid Assessment &amp; Migration Program (RAMP) </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/transfer-appliance" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Transfer Appliance" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="transferAppliance"> <span class="devsite-nav-text" tooltip> Transfer Appliance </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/storage-transfer-service" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Transfer Service" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="transferService"> <span class="devsite-nav-text" tooltip> Transfer Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/vmware-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: VMware Engine" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="vMwareEngine"> <span class="devsite-nav-text" tooltip> VMware Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/products/networking" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Networking" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="networking"> <span class="devsite-nav-text" tooltip> Networking </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/armor" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Armor" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudArmor"> <span class="devsite-nav-text" tooltip> Cloud Armor </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/cdn" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud CDN" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudCDN"> <span class="devsite-nav-text" tooltip> Cloud CDN </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/dns" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud DNS" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudDNS"> <span class="devsite-nav-text" tooltip> Cloud DNS </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/load-balancing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Load Balancing" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudLoadBalancing"> <span class="devsite-nav-text" tooltip> Cloud Load Balancing </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210217185448/https://cloud.google.com/nat" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud NAT" track-type="navMenu" track-metadata-eventdetail="globalMenu" 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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> </div> </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 alt="Offer icon" class="" 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style="margin-bottom: 16px;">Benefits</p> <style> .benefit-module__headline { margin: 0 0 16px; } .benefit-module__copy-block { border: 1px solid #dbdce0; padding: 36px; } @media(max-width: 600px) { .benefit-module__copy-block { padding: 0 24px; } .benefit-module__copy-block .cloud-copy__text { margin: 24px 0; } } </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.&nbsp;</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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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/20210217185448/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 alt="AI Platform diagram" class="" src="https://web.archive.org/web/20210217185448im_/https://cloudx-bricks-prod-bucket.storage.googleapis.com/03f5a53dc221e4b933fa7fd86f9c49ad90d943a920eb60fc17857a27df4575d6.svg" style="max-width: 628px; max-height: 259px;"> </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/20210217185448/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/20210217185448im_/https://lh3.googleusercontent.com/fV03KC5eSm5jlhW_Fvt-VItKfJ1qgrtJWKpmN_opgR7Nb3V6Arqfc6oFc4bIF7QNWre24ad19Lc=e14-rj-sc0xffffff-w72" srcset="https://web.archive.org/web/20210217185448im_/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 &amp; 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"> <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/20210217185448/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 alt="Cardinal Health" class="" src="https://web.archive.org/web/20210217185448im_/https://lh3.googleusercontent.com/JMNbZrLkjtapLXdOesQSmMPlDVbF9p-3YV3yxquNYBHOS7mjTORNznrlcf6ey2jt_sqfIA_nDDo=e14-rj-sc0xffffff-h36-w120" srcset="https://web.archive.org/web/20210217185448im_/https://lh3.googleusercontent.com/JMNbZrLkjtapLXdOesQSmMPlDVbF9p-3YV3yxquNYBHOS7mjTORNznrlcf6ey2jt_sqfIA_nDDo=e14-rj-sc0xffffff-h72-w240 2x" style=""> </div> <div class="cloud-card-standard__eyebrow"> <span class="cloud-eyebrow">Video</span> </div> <div class="cloud-card-standard__body"> <p class="cloud-card-standard__headline">Cardinal Health improves agility and reduces costs with AI Platform.</p> </div> <div class="cloud-card-standard__footer"> <div class="cloud-card-standard__video"> <i class="cloud-card-standard__video-icon material-icons nocontent notranslate" aria-hidden="true" translate="no">play_circle_filled</i> <span class="cloud-card-standard__video-text cloud-footnotes"> Video (1:51) </span> </div> </div> </div> </a> </div> <div class="cloud-carousel__slide"> <a class="cloud-card-standard cloud-card-standard--customer-story" href="https://web.archive.org/web/20210217185448/https://cloud.google.com/blog/products/ai-machine-learning/how-waze-predicts-carpools-using-google-cloud-ai-platform" track-type="card" track-metadata-child_eyebrow="blog post" track-metadata-child_headline="how waze predicts carpools and increased velocity with ai platform" track-metadata-child_index="2" track-metadata-child_total="4" track-metadata-eventdetail="cloud.google.com/blog/products/ai-machine-learning/how-waze-predicts-carpools-using-google-cloud-ai-platform" track-metadata-module="customers carousel" track-metadata-module_headline="customers" track-name="how waze predicts carpools and increased velocity with ai platform"> <div class="cloud-card-standard__content"> <div class="cloud-card-standard__logo"> <img alt="Waze" class="" src="https://web.archive.org/web/20210217185448im_/https://lh3.googleusercontent.com/UPaLyIr2klnmP3kvyo9e1T3hkO-TQcN3veaYP9kHKM06vFtMmentg7mDfxr9U-ZgmqlhzISS3AU=e14-rj-sc0xffffff-h36-w120" srcset="https://web.archive.org/web/20210217185448im_/https://lh3.googleusercontent.com/UPaLyIr2klnmP3kvyo9e1T3hkO-TQcN3veaYP9kHKM06vFtMmentg7mDfxr9U-ZgmqlhzISS3AU=e14-rj-sc0xffffff-h72-w240 2x" style=""> </div> <div class="cloud-card-standard__eyebrow"> <span class="cloud-eyebrow">Blog post</span> </div> <div class="cloud-card-standard__body"> <p class="cloud-card-standard__headline">How Waze predicts carpools and increased velocity with AI Platform.</p> </div> <div class="cloud-card-standard__footer"> <div class="cloud-card-standard__footnote"> <span class="cloud-card-standard__footnote-text cloud-body-text__small"> 5-min read </span> <span class="cloud-card-standard__footnote-arrow"> <i class="material-icons nocontent notranslate" aria-hidden="true" translate="no">arrow_forward</i> </span> </div> </div> </div> </a> </div> <div class="cloud-carousel__slide"> <a class="cloud-card-standard cloud-card-standard--customer-story" href="https://web.archive.org/web/20210217185448/https://cloud.google.com/customers/city-of-memphis" track-type="card" track-metadata-child_eyebrow="case study" track-metadata-child_headline="city of memphis tackles its toughest public works problems with ai" track-metadata-child_index="3" track-metadata-child_total="4" track-metadata-eventdetail="cloud.google.com/customers/city-of-memphis" track-metadata-module="customers carousel" track-metadata-module_headline="customers" track-name="city of memphis tackles its toughest public works problems with ai"> <div class="cloud-card-standard__content"> <div class="cloud-card-standard__logo"> <img alt="City of Memphis" class="" src="https://web.archive.org/web/20210217185448im_/https://lh3.googleusercontent.com/kusz7AdnRqWaEebzOum7VytPMPi4GjID0ZhahSX4W6HA4VJXKGgBLi-nyo5dA0dX6LCsuvhuJQbe=e14-rj-sc0xffffff-h36-w120" srcset="https://web.archive.org/web/20210217185448im_/https://lh3.googleusercontent.com/kusz7AdnRqWaEebzOum7VytPMPi4GjID0ZhahSX4W6HA4VJXKGgBLi-nyo5dA0dX6LCsuvhuJQbe=e14-rj-sc0xffffff-h72-w240 2x" style=""> </div> <div class="cloud-card-standard__eyebrow"> <span class="cloud-eyebrow">Case study</span> </div> <div class="cloud-card-standard__body"> <p class="cloud-card-standard__headline">City of Memphis tackles its toughest public works problems with AI.</p> </div> <div class="cloud-card-standard__footer"> <div class="cloud-card-standard__footnote"> <span class="cloud-card-standard__footnote-text cloud-body-text__small"> 6-min read </span> <span class="cloud-card-standard__footnote-arrow"> <i class="material-icons nocontent notranslate" aria-hidden="true" translate="no">arrow_forward</i> </span> </div> </div> </div> </a> </div> <div class="cloud-carousel__slide"> <a class="cloud-card-standard cloud-card-standard--customer-story" href="https://web.archive.org/web/20210217185448/https://cloud.google.com/customers/american-cancer-society" track-type="card" track-metadata-child_eyebrow="case study" track-metadata-child_headline="american cancer society analyzes images faster and better with ml" track-metadata-child_index="4" track-metadata-child_total="4" track-metadata-eventdetail="cloud.google.com/customers/american-cancer-society" track-metadata-module="customers carousel" track-metadata-module_headline="customers" track-name="american cancer society analyzes images faster and better with ml"> <div class="cloud-card-standard__content"> <div class="cloud-card-standard__logo"> <img alt="American Cancer Society" class="" src="https://web.archive.org/web/20210217185448im_/https://lh3.googleusercontent.com/YmSjHQIAFlPZrJxPeKGOdVALA-ETC-oF16FqqkiY65xEJUlz_U21G4GRAV1dXV86c62r2mUJ0Ic=e14-rj-sc0xffffff-h36-w120" srcset="https://web.archive.org/web/20210217185448im_/https://lh3.googleusercontent.com/YmSjHQIAFlPZrJxPeKGOdVALA-ETC-oF16FqqkiY65xEJUlz_U21G4GRAV1dXV86c62r2mUJ0Ic=e14-rj-sc0xffffff-h72-w240 2x" style=""> </div> <div class="cloud-card-standard__eyebrow"> <span class="cloud-eyebrow">Case study</span> </div> <div class="cloud-card-standard__body"> <p class="cloud-card-standard__headline">American Cancer Society analyzes images faster and better with ML.</p> </div> <div class="cloud-card-standard__footer"> <div class="cloud-card-standard__footnote"> <span class="cloud-card-standard__footnote-text cloud-body-text__small"> 6-min read </span> <span class="cloud-card-standard__footnote-arrow"> <i class="material-icons nocontent notranslate" aria-hidden="true" translate="no">arrow_forward</i> </span> </div> </div> </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/20210217185448im_/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/20210217185448im_/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> <a class="cloud-button cloud-button--flat" href="https://web.archive.org/web/20210217185448/https://cloud.google.com/customers" track-type="button" 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/20210217185448/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/20210217185448/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/20210217185448im_/https://lh3.googleusercontent.com/iZ0kxhcyOY_o-_e3-cQcctoCMqgPHgwSy-4ogvNMAbqLHc9hbqi4p0nBjLQ0P8sCR_YWV88h9vyc=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210217185448im_/https://lh3.googleusercontent.com/iZ0kxhcyOY_o-_e3-cQcctoCMqgPHgwSy-4ogvNMAbqLHc9hbqi4p0nBjLQ0P8sCR_YWV88h9vyc=e14-rj-sc0xffffff-h260-w204 2x" alt=""> </div> <div class="cloud-carousel__slide-body"> <p class="cloud-carousel__slide-metadata cloud-eyebrow"> <span class="cloud-carousel__slide-eyebrow">Blog post</span> </p> <p class="cloud-carousel__slide-description cloud-subhead"> <span>Key requirements for an MLOps foundation</span> <span class="cloud-link cloud-carousel__slide-cta">Read the blog</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/20210217185448/https://www.youtube.com/watch?v=e1VxSUZmx4w" 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="creating value with the breadth and depth of ai platform" track-metadata-child_index="2" track-metadata-child_total="5" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-video-id="e1VxSUZmx4w" 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 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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="an introduction to mlops on google cloud" track-metadata-child_index="3" track-metadata-child_total="5" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-video-id="6gdrwFMaEZ0" 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/20210217185448im_/https://lh3.googleusercontent.com/g0VnjD3BRjJzOwy1sQIBrbbWqnfXRIiyBGfJhlUYhL93TGnJhk68FaXqpnnWv1oPpv9X85hBUaml=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210217185448im_/https://lh3.googleusercontent.com/g0VnjD3BRjJzOwy1sQIBrbbWqnfXRIiyBGfJhlUYhL93TGnJhk68FaXqpnnWv1oPpv9X85hBUaml=e14-rj-sc0xffffff-h260-w204 2x" alt=""> </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>An introduction to MLOps 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/20210217185448/https://www.youtube.com/watch?v=brSuDYCcexE" 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="overview of ai platform notebooks on google cloud" track-metadata-child_index="4" track-metadata-child_total="5" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-video-id="brSuDYCcexE" 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/20210217185448im_/https://lh3.googleusercontent.com/Xvf2mLy1_Wm6hZwWwC4JKEeg-Fi3cbygQtwj2oB2QC39w7ycN0xE5PMU_1mUxNkEtqRnjuRy5jY=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210217185448im_/https://lh3.googleusercontent.com/Xvf2mLy1_Wm6hZwWwC4JKEeg-Fi3cbygQtwj2oB2QC39w7ycN0xE5PMU_1mUxNkEtqRnjuRy5jY=e14-rj-sc0xffffff-h260-w204 2x" alt=""> </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>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/20210217185448/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/20210217185448im_/https://lh3.googleusercontent.com/Bod2E5LAqQ3CXy3VppOWnr-IKwdvabCuptFxpRbjeQtanjdof_657aJZ6ZgpR4VmhpwW4ZHZDr9f=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210217185448im_/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/20210217185448im_/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/20210217185448im_/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" id="documentation"> <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/20210217185448/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/20210217185448/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> </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="creating-a-notebook" data-text=" Creating a notebook"> Creating a notebook</h5> <p class="cloud-body-text cloud-list-item__blurb"><span class="richtext cloud-body-text">See how you can create a AI Platform Notebook (JupyterLab), a DLVM instance with the latest machine learning and data science libraries.</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/20210217185448/https://cloud.google.com/ai-platform/notebooks/docs/create-new" track-type="button" track-metadata-child_index="3" track-metadata-child_total="7" track-metadata-eventdetail="cloud.google.com/ai-platform/notebooks/docs/create-new" 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 "> Best Practice </span> </div> <h5 class="cloud-headline5 cloud-list-item__headline" id="mlops-101" data-text=" MLOps 101"> MLOps 101</h5> <p class="cloud-body-text cloud-list-item__blurb"><span class="richtext cloud-body-text">Techniques for implementing and automating continuous integration (CI), continuous delivery (CD), and continuous training (CT) for ML systems.</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/20210217185448/https://cloud.google.com/solutions/machine-learning/mlops-continuous-delivery-and-automation-pipelines-in-machine-learning" track-type="button" track-metadata-child_index="4" track-metadata-child_total="7" track-metadata-eventdetail="cloud.google.com/solutions/machine-learning/mlops-continuous-delivery-and-automation-pipelines-in-machine-learning" 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 "> Best Practice </span> </div> <h5 class="cloud-headline5 cloud-list-item__headline" id="migrate-your-custom-ml-models-to-google-cloud-in-three-steps" data-text=" Migrate your custom ML models to Google Cloud in three steps"> Migrate your custom ML models to Google Cloud in three steps</h5> <p class="cloud-body-text cloud-list-item__blurb"><span class="richtext cloud-body-text">Overview of ML Pipeline Generator and the expected user journey, and instructions for orchestrating a training job on AI Platform.&nbsp;</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/20210217185448/https://cloud.google.com/blog/products/ai-machine-learning/migrate-your-custom-ml-models-to-google-cloud-in-3-steps" track-type="button" track-metadata-child_index="5" track-metadata-child_total="7" track-metadata-eventdetail="cloud.google.com/blog/products/ai-machine-learning/migrate-your-custom-ml-models-to-google-cloud-in-3-steps" 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 "> Google Cloud Basics </span> </div> <h5 class="cloud-headline5 cloud-list-item__headline" id="introduction-to-ai-platform-unified" data-text=" Introduction to AI Platform (Unified)"> Introduction to AI Platform (Unified)</h5> <p class="cloud-body-text cloud-list-item__blurb"><span class="richtext cloud-body-text">Learn about AI Platform (Unified), which brings AutoML and AI Platform (Classic) together into a unified API, client library, and user interface.&nbsp;</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/20210217185448/https://cloud.google.com/ai-platform-unified/docs/start/introduction-unified-platform" track-type="button" track-metadata-child_index="6" track-metadata-child_total="7" track-metadata-eventdetail="cloud.google.com/ai-platform-unified/docs/start/introduction-unified-platform" 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 "> Google Cloud Basics </span> </div> <h5 class="cloud-headline5 cloud-list-item__headline" id="ai-platform-unified-for-ai-platform-classic-users" data-text="AI Platform (Unified) for AI Platform (Classic) users">AI Platform (Unified) for AI Platform (Classic) users</h5> <p class="cloud-body-text cloud-list-item__blurb"><span class="richtext cloud-body-text">Comparison of AI Platform (Unified) and AI Platform (Classic) for users who are familiar with AI Platform (Classic).</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/20210217185448/https://cloud.google.com/ai-platform-unified/docs/start/ai-platform-users" track-type="button" track-metadata-child_index="7" track-metadata-child_total="7" track-metadata-eventdetail="cloud.google.com/ai-platform-unified/docs/start/ai-platform-users" 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__footer"> <h5 class="cloud-body-text__title cloud-list__footer-heading" id="not-seeing-what-you’re-looking-for" data-text=" Not seeing what you’re looking for? "> 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/20210217185448/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"> <!----> </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"> Neural Architecture Search </span> </td> <td class="feature-module__table-cell"> <span class="richtext cloud-body-text">Build application-specific models, and improve existing model architectures with an automated service. Powered by Google’s leading AI research, users can design models that are optimized for latency, accuracy, power consumption, and more.</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. 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