AI Platform | Google Cloud

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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/20210408153644/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/20210408153644im_/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/20210408153644im_/https://cloud.google.com/images/navigation/products/billing_720.png 720w, /web/20210408153644im_/https://cloud.google.com/images/navigation/products/billing_856.png 856w, /web/20210408153644im_/https://cloud.google.com/images/navigation/products/billing_960.png 960w, /web/20210408153644im_/https://cloud.google.com/images/navigation/products/billing_1440.png 1440w, /web/20210408153644im_/https://cloud.google.com/images/navigation/products/billing_1920.png 1920w, /web/20210408153644im_/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> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210408153644/https://cloud.google.com/solutions/active-assist" 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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/20210408153644im_/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/20210408153644/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/20210408153644im_/https://cloud.google.com/images/navigation/products/opencue.png" srcset="https://web.archive.org/web/20210408153644im_/https://cloud.google.com/images/navigation/products/opencue_36.png 36w, /web/20210408153644im_/https://cloud.google.com/images/navigation/products/opencue_48.png 48w, /web/20210408153644im_/https://cloud.google.com/images/navigation/products/opencue_72.png 72w, /web/20210408153644im_/https://cloud.google.com/images/navigation/products/opencue_96.png 96w, /web/20210408153644im_/https://cloud.google.com/images/navigation/products/opencue_480.png 480w, /web/20210408153644im_/https://cloud.google.com/images/navigation/products/opencue_720.png 720w, /web/20210408153644im_/https://cloud.google.com/images/navigation/products/opencue_856.png 856w, /web/20210408153644im_/https://cloud.google.com/images/navigation/products/opencue_960.png 960w, /web/20210408153644im_/https://cloud.google.com/images/navigation/products/opencue_1440.png 1440w, /web/20210408153644im_/https://cloud.google.com/images/navigation/products/opencue_1920.png 1920w, /web/20210408153644im_/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/20210408153644/https://cloud.google.com/products/cloud-migration" track-type="navMenu" track-name="Migration" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/products/cloud-migration" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210408153644im_/https://cloud.google.com/_static/cloud/images/navigation/forward.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Migration </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210408153644/https://cloud.google.com/solutions/application-migration" track-type="navMenu" track-name="Application Migration" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/solutions/application-migration" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210408153644im_/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/20210408153644/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/20210408153644im_/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/20210408153644/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/20210408153644im_/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/20210408153644/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/20210408153644im_/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/20210408153644/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/20210408153644im_/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/20210408153644/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/20210408153644im_/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/20210408153644/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/20210408153644im_/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/20210408153644/https://cloud.google.com/solutions/cloud-migration-program" track-type="navMenu" track-name="Rapid Assessment & 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/20210408153644im_/https://www.gstatic.com/cloud/images/navigation/rapid-assessment.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Rapid Assessment & 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/20210408153644/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/20210408153644im_/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 class="devsite-nav-item"> <a href="https://web.archive.org/web/20210408153644/https://cloud.google.com/storage-transfer-service" track-type="navMenu" track-name="Transfer Service" track-metadata-position="nav" 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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/20210408153644/https://cloud.google.com/natural-language" class="devsite-nav-title gc-analytics-event " 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/20210408153644/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/20210408153644/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/20210408153644/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/20210408153644/https://cloud.google.com/anthos/run" class="devsite-nav-title gc-analytics-event " 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class="devsite-nav-text" tooltip> Cloud Build </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210408153644/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/20210408153644/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 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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/20210408153644/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/20210408153644/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" 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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/20210408153644/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/20210408153644/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/20210408153644/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/20210408153644/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/20210408153644/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/20210408153644/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 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</a> </li> <li class="devsite-nav-item"> <a href="/web/20210408153644/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/20210408153644/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/20210408153644/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/20210408153644/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/20210408153644/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/20210408153644/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/20210408153644/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 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data-label="Responsive Tab: Hybrid Connectivity" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="hybridConnectivity"> <span class="devsite-nav-text" tooltip> Hybrid Connectivity </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210408153644/https://cloud.google.com/network-intelligence-center" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Network Intelligence Center" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="networkIntelligenceCenter"> <span class="devsite-nav-text" tooltip> Network Intelligence Center </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210408153644/https://cloud.google.com/network-tiers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Network Service Tiers" track-type="navMenu" 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.hero-module--centered.hero-module--no-hero-asset .hero-module__button-wrapper .hero-module__buttons { margin-right: 0; } @media(min-width: 1024px) { .hero-module__right-rail:not(:empty) { margin-top: 0; } } @media(max-width: 1024px) { .hero-module--centered .hero-module__content { text-align: center; } .hero-module__buttons { margin-right: 0; } } </style> <div class="hero-module hero-module--product" track-metadata-module="hero" track-metadata-module_headline="ai platform" track-metadata-position="hero"> <div class="cloud-grid--alternate"> <div class="cloud-grid__col is-12"> </div> <div class="hero-module__content cloud-grid__col is-8"> <div class="cws-spacer-4--bottom"> <h2 class="cws-headline--headline-3" id="ai-platform" data-text=" AI Platform "> AI Platform </h2> </div> <div class="cws-spacer-3--bottom"> <p class="richtext cws-body--large"> <p>Fully managed, end-to-end platform for data science and machine learning.</p> </p> </div> <div class="hero-module__button-wrapper"> <div class="hero-module__buttons cws-button__set"> <a href="https://web.archive.org/web/20210408153644/https://console.cloud.google.com/freetrial" target="_blank" rel="noopener" class="cws-button cws-button--high-emphasis" track-name="try it free" track-type="button" track-metadata-eventdetail="console.cloud.google.com/freetrial" track-metadata-modifier="high-emphasis"> Try it free </a> <a href="https://web.archive.org/web/20210408153644/https://cloud.google.com/ai-platform/docs" class="cws-button cws-button--medium-emphasis" track-name="view documentation" track-type="button" track-metadata-eventdetail="cloud.google.com/ai-platform/docs" track-metadata-modifier="medium-emphasis"> View documentation </a> </div> </div> <ul class="cloud-grid hero-module__checkmarks cws-spacer-3--top"> <div class="cloud-grid__col is-12"> <li class="hero-module__checkmark"> <span class="hero-module__checkmark-check"> <svg xmlns="http://www.w3.org/2000/svg" width="18" height="14" viewbox="0 0 18 14"> <title> action/check_circle_24px</title> <desc> Created with Sketch.</desc> <defs> <polygon id="path-1" points="9 16.2 4.8 12 3.4 13.4 9 19 21 7 19.6 5.6"> </polygon> </defs> <g id="Template" fill="none"> <g id="Products-Template"> <g id="Group-8"> <g id="Checkmarks"> <g id="action/done_24px" transform="translate(-412 -518)translate(405 211)translate(4 300)translate(0 2)"> <mask id="mask-2" fill="white"> <use xlink:href="/web/20210408153644im_/https://cloud.google.com/ai-platform/#path-1"></use> </mask> <g id="_c/Green/600" mask="url(#mask-2)" fill="#1E8E3E"> <rect id="swatch" width="24" height="24"> </rect> </g> </g> </g> </g> </g> </g> </svg></span> <p class="richtext cws-body--large"> <p>Managed services for hassle-free development</p> </p> </li> </div> <div class="cloud-grid__col is-12"> <li class="hero-module__checkmark"> <span class="hero-module__checkmark-check"> <svg xmlns="http://www.w3.org/2000/svg" width="18" height="14" viewbox="0 0 18 14"> <title> action/check_circle_24px</title> <desc> Created with Sketch.</desc> <defs> <polygon id="path-1" points="9 16.2 4.8 12 3.4 13.4 9 19 21 7 19.6 5.6"> </polygon> </defs> <g id="Template" fill="none"> <g id="Products-Template"> <g id="Group-8"> <g id="Checkmarks"> <g id="action/done_24px" transform="translate(-412 -518)translate(405 211)translate(4 300)translate(0 2)"> <mask id="mask-2" fill="white"> <use xlink:href="/web/20210408153644im_/https://cloud.google.com/ai-platform/#path-1"></use> </mask> <g id="_c/Green/600" mask="url(#mask-2)" fill="#1E8E3E"> <rect id="swatch" width="24" height="24"> </rect> </g> </g> </g> </g> </g> </g> </svg></span> <p class="richtext cws-body--large"> <p>Faster time to production with code-based and no-code tools</p> </p> </li> </div> <div class="cloud-grid__col is-12"> <li class="hero-module__checkmark"> <span class="hero-module__checkmark-check"> <svg xmlns="http://www.w3.org/2000/svg" width="18" height="14" viewbox="0 0 18 14"> <title> action/check_circle_24px</title> <desc> Created with Sketch.</desc> <defs> <polygon id="path-1" points="9 16.2 4.8 12 3.4 13.4 9 19 21 7 19.6 5.6"> </polygon> </defs> <g id="Template" fill="none"> <g id="Products-Template"> <g id="Group-8"> <g id="Checkmarks"> <g id="action/done_24px" transform="translate(-412 -518)translate(405 211)translate(4 300)translate(0 2)"> <mask id="mask-2" fill="white"> <use xlink:href="/web/20210408153644im_/https://cloud.google.com/ai-platform/#path-1"></use> </mask> <g id="_c/Green/600" mask="url(#mask-2)" fill="#1E8E3E"> <rect id="swatch" width="24" height="24"> </rect> </g> </g> </g> </g> </g> </g> </svg></span> <p class="richtext cws-body--large"> <p>Robust governance with interpretable models</p> </p> </li> </div> </ul> </div> <div class="hero-module__right-rail cloud-grid__col is-4"> <div class="cloud-card cloud-card--no-hover cws-elevation--1"> <div class="cloud-card__content--has-footer" style=""> <div class="cloud-card__icon"> <img alt="Offer icon" class="" loading="lazy" src="https://web.archive.org/web/20210408153644im_/https://cloudx-bricks-prod-bucket.storage.googleapis.com/icon__gated-content--offer@SVG.svg" style="max-width: 32px;"> </div> <p class="cloud-card__headline cws-headline--headline-6">NEW AI Platform (Unified) brings together AI Platform, AutoML, and MLOps in one complete, cohesive platform.</p> </div> <div class="cloud-card__footer"> <a class="cloud-button cloud-button--flat" href="/web/20210408153644/https://cloud.google.com/ai-platform-unified/docs" track-type="button" track-metadata-eventdetail="cloud.google.com/ai-platform-unified/docs" track-metadata-modifier="flat" track-metadata-module="hero" track-metadata-module_headline="ai platform" track-name="try it now" track-metadata-parent_type="card" track-metadata-position="hero"> Try it now </a> </div> </div> </div> </div> </div> <div class="product-template__benefits"> <div class="cloud-jump-section" data-cloud-main-text="Benefits"> <p class="cws-label" 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="cws-headline--headline-5" id="for-every-skill-level" data-text="For every skill level ">For every skill level </h4> </div> <span class="richtext cws-body"> <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="cws-headline--headline-5" id="mlops,-simplified" data-text="MLOps, simplified">MLOps, simplified</h4> </div> <span class="richtext cws-body"> <p>Machine learning doesn’t stop at deployment. AI Platform makes it easy for developers, data scientists, and data engineers to streamline and scale their ML workflows. </p> </span> </div> <div class="cloud-grid__col cloud-copy__text is-6 is-4__large"> <div class="benefit-module__headline"> <h4 class="cws-headline--headline-5" id="best-of-googles-ai" data-text="Best of Google's AI ">Best of Google's AI </h4> </div> <span class="richtext cws-body"> <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="cws-label" 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="cws-headline--headline-4" 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="cws-headline--headline-6" id="prepare" data-text="Prepare">Prepare</h5> <span class="richtext cws-body"> <p>Prepare and store your datasets with <a href="https://web.archive.org/web/20210408153644/https://cloud.google.com/bigquery/docs/datasets-intro" class="cws-link" 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/20210408153644/https://cloud.google.com/storage" class="cws-link" 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/20210408153644/https://cloud.google.com/ai-platform/data-labeling/docs" class="cws-link" 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="cws-headline--headline-6" id="build" data-text="Build">Build</h5> <span class="richtext cws-body"> <p>Build best-in-class ML models without writing any code with <a href="https://web.archive.org/web/20210408153644/https://cloud.google.com/automl" class="cws-link" 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/20210408153644/https://cloud.google.com/ai-platform-notebooks" class="cws-link" 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/20210408153644/https://cloud.google.com/deep-learning-vm" class="cws-link" 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/20210408153644/https://cloud.google.com/ai-platform/deep-learning-containers" class="cws-link" 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/20210408153644/https://cloud.google.com/ai-platform/training/docs/overview" class="cws-link" 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="cws-headline--headline-6" id="validate" data-text="Validate">Validate</h5> <span class="richtext cws-body"> <p>Validate your model with <a href="https://web.archive.org/web/20210408153644/https://cloud.google.com/explainable-ai" class="cws-link" 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/20210408153644/https://cloud.google.com/ai-platform/prediction/docs/using-what-if-tool" class="cws-link" 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/20210408153644/https://cloud.google.com/ai-platform/optimizer/docs/overview" class="cws-link" 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="cws-headline--headline-6" id="deploy" data-text="Deploy">Deploy</h5> <span class="richtext cws-body"> <p>Deploy your models at scale to get predictions in the cloud with <a href="https://web.archive.org/web/20210408153644/https://cloud.google.com/ai-platform/prediction/docs" class="cws-link" 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/20210408153644/https://cloud.google.com/vision/automl/docs/edge-quickstart" class="cws-link" 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/20210408153644/https://cloud.google.com/tensorflow-enterprise" class="cws-link" 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="cws-headline--headline-6" id="mlops" data-text="MLOps">MLOps</h5> <span class="richtext cws-body"> <p>Manage your models, experiments, and end-to-end workflows with <a href="https://web.archive.org/web/20210408153644/https://cloud.google.com/ai-platform/pipelines/docs" class="cws-link" 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/20210408153644/https://cloud.google.com/solutions/machine-learning/mlops-continuous-delivery-and-automation-pipelines-in-machine-learning" class="cws-link" 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/20210408153644/https://cloud.google.com/ai-platform/prediction/docs/continuous-evaluation" class="cws-link" 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="With arrows moving from left to right, there are 4 pipeline columns. 1 Prepare, lists Data labeling, BigQuery datasets, and Cloud Storage. 2 Build, lists Notebooks, AutoML, Training, Deep Learning VM Image, and Deep Learning Containers. 3 Validate, lists AI Explanations, What-if tool, Vizier. 4 Deploy, lists Prediction, and TensorFlow Enterprise" class="" loading="lazy" src="https://web.archive.org/web/20210408153644im_/https://cloudx-bricks-prod-bucket.storage.googleapis.com/03f5a53dc221e4b933fa7fd86f9c49ad90d943a920eb60fc17857a27df4575d6.svg" style="max-width: 628px; max-height: 259px;"> </div> <a href="#all-features" class="cws-button cws-button--low-emphasis cws-button--align-left cloud-smooth-scroll" track-name="view all features" track-type="button" track-metadata-eventdetail="cloud.google.com" track-metadata-modifier="low-emphasis"> View all features </a> </div> <div class="key-features-module__right-rail cloud-grid__col is-4"> <div class="cloud-block cws-elevation--1 cloud-block--responsive "> <a class="cloud-block__link" href="https://web.archive.org/web/20210408153644/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"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/fV03KC5eSm5jlhW_Fvt-VItKfJ1qgrtJWKpmN_opgR7Nb3V6Arqfc6oFc4bIF7QNWre24ad19Lc=e14-rw-lo-sc0xffffff-w72 1x, https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/fV03KC5eSm5jlhW_Fvt-VItKfJ1qgrtJWKpmN_opgR7Nb3V6Arqfc6oFc4bIF7QNWre24ad19Lc=e14-rw-lo-sc0xffffff-w144 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/fV03KC5eSm5jlhW_Fvt-VItKfJ1qgrtJWKpmN_opgR7Nb3V6Arqfc6oFc4bIF7QNWre24ad19Lc=e14-rj-sc0xffffff-w72 1x, https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/fV03KC5eSm5jlhW_Fvt-VItKfJ1qgrtJWKpmN_opgR7Nb3V6Arqfc6oFc4bIF7QNWre24ad19Lc=e14-rj-sc0xffffff-w144 2x"> <img alt="Google Cloud logo" class="" loading="lazy" src="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/fV03KC5eSm5jlhW_Fvt-VItKfJ1qgrtJWKpmN_opgR7Nb3V6Arqfc6oFc4bIF7QNWre24ad19Lc=e14-rj-sc0xffffff-w72" srcset="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/fV03KC5eSm5jlhW_Fvt-VItKfJ1qgrtJWKpmN_opgR7Nb3V6Arqfc6oFc4bIF7QNWre24ad19Lc=e14-rj-sc0xffffff-w144 2x"> </picture> </div> <div class="cloud-block__content"> <p class="cloud-block__eyebrow cws-label"> BLOG </p> <p class="cws-headline--headline-6">Leader in Forrester Notebook-Based Predictive Analytics & ML</p> </div> </div> </a> </div> </div> </div> </div> </div> </section> <section class="module-section"> <div class="cloud-jump-section" data-cloud-main-text="Customers"> <p class="cws-label" 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="cws-headline--headline-4" 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/20210408153644/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 logo" class="" src="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/JMNbZrLkjtapLXdOesQSmMPlDVbF9p-3YV3yxquNYBHOS7mjTORNznrlcf6ey2jt_sqfIA_nDDo=e14-rj-sc0xffffff-h36-w120" srcset="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/JMNbZrLkjtapLXdOesQSmMPlDVbF9p-3YV3yxquNYBHOS7mjTORNznrlcf6ey2jt_sqfIA_nDDo=e14-rj-sc0xffffff-h72-w240 2x" style=""> </div> <div class="cloud-card-standard__eyebrow"> <span class="cws-label">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 cws-small-text"> 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/20210408153644/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 logo" class="" src="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/UPaLyIr2klnmP3kvyo9e1T3hkO-TQcN3veaYP9kHKM06vFtMmentg7mDfxr9U-ZgmqlhzISS3AU=e14-rj-sc0xffffff-h36-w120" srcset="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/UPaLyIr2klnmP3kvyo9e1T3hkO-TQcN3veaYP9kHKM06vFtMmentg7mDfxr9U-ZgmqlhzISS3AU=e14-rj-sc0xffffff-h72-w240 2x" style=""> </div> <div class="cloud-card-standard__eyebrow"> <span class="cws-label">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 cws-caption"> 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/20210408153644/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 logo" class="" src="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/kusz7AdnRqWaEebzOum7VytPMPi4GjID0ZhahSX4W6HA4VJXKGgBLi-nyo5dA0dX6LCsuvhuJQbe=e14-rj-sc0xffffff-h36-w120" srcset="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/kusz7AdnRqWaEebzOum7VytPMPi4GjID0ZhahSX4W6HA4VJXKGgBLi-nyo5dA0dX6LCsuvhuJQbe=e14-rj-sc0xffffff-h72-w240 2x" style=""> </div> <div class="cloud-card-standard__eyebrow"> <span class="cws-label">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 cws-caption"> 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/20210408153644/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 logo" class="" src="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/YmSjHQIAFlPZrJxPeKGOdVALA-ETC-oF16FqqkiY65xEJUlz_U21G4GRAV1dXV86c62r2mUJ0Ic=e14-rj-sc0xffffff-h36-w120" srcset="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/YmSjHQIAFlPZrJxPeKGOdVALA-ETC-oF16FqqkiY65xEJUlz_U21G4GRAV1dXV86c62r2mUJ0Ic=e14-rj-sc0xffffff-h72-w240 2x" style=""> </div> <div class="cloud-card-standard__eyebrow"> <span class="cws-label">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 cws-caption"> 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"> <i class="material-icons" aria-hidden="true" translate="no">keyboard_arrow_left</i> </div> <div class="cloud-carousel__arrow right-arrow"> <i class="material-icons" aria-hidden="true" translate="no">keyboard_arrow_right</i> </div> <div class="cloud-carousel__nuggets"> <div class="cloud-carousel__nugget"></div> </div> </div> </div> </div> <div> <a href="https://web.archive.org/web/20210408153644/https://cloud.google.com/customers" class="cws-button cws-button--low-emphasis cws-button--align-left" track-name="see all customers" track-type="button" track-metadata-eventdetail="cloud.google.com/customers" track-metadata-modifier="low-emphasis"> 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="cws-label" 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="cws-headline--headline-4" 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/20210408153644/https://cloud.google.com/newsletter" class="cws-link" 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/20210408153644/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"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/iZ0kxhcyOY_o-_e3-cQcctoCMqgPHgwSy-4ogvNMAbqLHc9hbqi4p0nBjLQ0P8sCR_YWV88h9vyc=e14-rw-lo-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/iZ0kxhcyOY_o-_e3-cQcctoCMqgPHgwSy-4ogvNMAbqLHc9hbqi4p0nBjLQ0P8sCR_YWV88h9vyc=e14-rw-lo-sc0xffffff-h260-w204 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/iZ0kxhcyOY_o-_e3-cQcctoCMqgPHgwSy-4ogvNMAbqLHc9hbqi4p0nBjLQ0P8sCR_YWV88h9vyc=e14-rj-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/iZ0kxhcyOY_o-_e3-cQcctoCMqgPHgwSy-4ogvNMAbqLHc9hbqi4p0nBjLQ0P8sCR_YWV88h9vyc=e14-rj-sc0xffffff-h260-w204 2x"> <img alt="Stylized "AI" on a background of interconnected nodes " class="" src="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/iZ0kxhcyOY_o-_e3-cQcctoCMqgPHgwSy-4ogvNMAbqLHc9hbqi4p0nBjLQ0P8sCR_YWV88h9vyc=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/iZ0kxhcyOY_o-_e3-cQcctoCMqgPHgwSy-4ogvNMAbqLHc9hbqi4p0nBjLQ0P8sCR_YWV88h9vyc=e14-rj-sc0xffffff-h260-w204 2x"> </picture> </div> <div class="cloud-carousel__slide-body"> <p class="cloud-carousel__slide-metadata cws-label"> <span class="cloud-carousel__slide-eyebrow">Blog post</span> </p> <p class="cloud-carousel__slide-description cws-headline--headline-6"> <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/20210408153644/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"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/lpOjdrJqdbicFE0lENmwAxprw0aEhIF4WYb4L9v1UMXAL5qHBUVuprOTrs63HrpODrckttoXMEY9=e14-rw-lo-sc0xffffff-h130-w102 1x, 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srcset="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/lpOjdrJqdbicFE0lENmwAxprw0aEhIF4WYb4L9v1UMXAL5qHBUVuprOTrs63HrpODrckttoXMEY9=e14-rj-sc0xffffff-h260-w204 2x"> </picture> </div> <div class="cloud-carousel__slide-body"> <p class="cloud-carousel__slide-metadata cws-label"> <span class="cloud-carousel__slide-eyebrow">Video</span> </p> <p class="cloud-carousel__slide-description cws-headline--headline-6"> <span>Creating value with the breadth and depth of AI Platform</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/20210408153644/https://www.youtube.com/watch?v=6gdrwFMaEZ0" 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"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/g0VnjD3BRjJzOwy1sQIBrbbWqnfXRIiyBGfJhlUYhL93TGnJhk68FaXqpnnWv1oPpv9X85hBUaml=e14-rw-lo-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/g0VnjD3BRjJzOwy1sQIBrbbWqnfXRIiyBGfJhlUYhL93TGnJhk68FaXqpnnWv1oPpv9X85hBUaml=e14-rw-lo-sc0xffffff-h260-w204 2x"> <source type="image/jpeg" 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<p class="cloud-carousel__slide-description cws-headline--headline-6"> <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/20210408153644/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"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/Xvf2mLy1_Wm6hZwWwC4JKEeg-Fi3cbygQtwj2oB2QC39w7ycN0xE5PMU_1mUxNkEtqRnjuRy5jY=e14-rw-lo-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/Xvf2mLy1_Wm6hZwWwC4JKEeg-Fi3cbygQtwj2oB2QC39w7ycN0xE5PMU_1mUxNkEtqRnjuRy5jY=e14-rw-lo-sc0xffffff-h260-w204 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/Xvf2mLy1_Wm6hZwWwC4JKEeg-Fi3cbygQtwj2oB2QC39w7ycN0xE5PMU_1mUxNkEtqRnjuRy5jY=e14-rj-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/Xvf2mLy1_Wm6hZwWwC4JKEeg-Fi3cbygQtwj2oB2QC39w7ycN0xE5PMU_1mUxNkEtqRnjuRy5jY=e14-rj-sc0xffffff-h260-w204 2x"> <img alt="Man in blue shirt smiles at camera" class="" src="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/Xvf2mLy1_Wm6hZwWwC4JKEeg-Fi3cbygQtwj2oB2QC39w7ycN0xE5PMU_1mUxNkEtqRnjuRy5jY=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/Xvf2mLy1_Wm6hZwWwC4JKEeg-Fi3cbygQtwj2oB2QC39w7ycN0xE5PMU_1mUxNkEtqRnjuRy5jY=e14-rj-sc0xffffff-h260-w204 2x"> </picture> </div> <div class="cloud-carousel__slide-body"> <p class="cloud-carousel__slide-metadata cws-label"> <span class="cloud-carousel__slide-eyebrow">Video</span> </p> <p class="cloud-carousel__slide-description cws-headline--headline-6"> <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/20210408153644/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"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/Bod2E5LAqQ3CXy3VppOWnr-IKwdvabCuptFxpRbjeQtanjdof_657aJZ6ZgpR4VmhpwW4ZHZDr9f=e14-rw-lo-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/Bod2E5LAqQ3CXy3VppOWnr-IKwdvabCuptFxpRbjeQtanjdof_657aJZ6ZgpR4VmhpwW4ZHZDr9f=e14-rw-lo-sc0xffffff-h260-w204 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/Bod2E5LAqQ3CXy3VppOWnr-IKwdvabCuptFxpRbjeQtanjdof_657aJZ6ZgpR4VmhpwW4ZHZDr9f=e14-rj-sc0xffffff-h130-w102 1x, https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/Bod2E5LAqQ3CXy3VppOWnr-IKwdvabCuptFxpRbjeQtanjdof_657aJZ6ZgpR4VmhpwW4ZHZDr9f=e14-rj-sc0xffffff-h260-w204 2x"> <img alt="Sara Robinson smiles at camera" class="" src="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/Bod2E5LAqQ3CXy3VppOWnr-IKwdvabCuptFxpRbjeQtanjdof_657aJZ6ZgpR4VmhpwW4ZHZDr9f=e14-rj-sc0xffffff-h130-w102" srcset="https://web.archive.org/web/20210408153644im_/https://lh3.googleusercontent.com/Bod2E5LAqQ3CXy3VppOWnr-IKwdvabCuptFxpRbjeQtanjdof_657aJZ6ZgpR4VmhpwW4ZHZDr9f=e14-rj-sc0xffffff-h260-w204 2x"> </picture> </div> <div class="cloud-carousel__slide-body"> <p class="cloud-carousel__slide-metadata cws-label"> <span class="cloud-carousel__slide-eyebrow">Video</span> </p> <p class="cloud-carousel__slide-description cws-headline--headline-6"> <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"> <i class="material-icons" aria-hidden="true" translate="no">keyboard_arrow_left</i> </div> <div class="cloud-carousel__arrow right-arrow"> <i class="material-icons" aria-hidden="true" translate="no">keyboard_arrow_right</i> </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="cws-label" 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="cws-headline--headline-4" 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="cws-headline--headline-6 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="cws-body cloud-list-item__blurb"><span class="richtext cws-body">Fundamentals of AI Platform (Classic) and how it fits in your ML workflow.</span> </p> </div> <div class="cloud-list-item__footer"> <div class="cws-button__set cws-button__set--with-margin"> <a href="https://web.archive.org/web/20210408153644/https://cloud.google.com/ai-platform/docs/technical-overview" class="cws-button cws-button--low-emphasis cws-button--align-left" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/ai-platform/docs/technical-overview" track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-child_index="1" track-metadata-child_total="7"> 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="cws-headline--headline-6 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="cws-body cloud-list-item__blurb"><span class="richtext cws-body">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="cws-button__set cws-button__set--with-margin"> <a href="https://web.archive.org/web/20210408153644/https://cloud.google.com/ai-platform/docs/getting-started-keras" class="cws-button cws-button--low-emphasis cws-button--align-left" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/ai-platform/docs/getting-started-keras" track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-child_index="2" track-metadata-child_total="7"> 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="cws-headline--headline-6 cloud-list-item__headline" id="creating-a-notebook" data-text=" Creating a notebook"> Creating a notebook</h5> <p class="cws-body cloud-list-item__blurb"><span class="richtext cws-body">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="cws-button__set cws-button__set--with-margin"> <a href="https://web.archive.org/web/20210408153644/https://cloud.google.com/ai-platform/notebooks/docs/create-new" class="cws-button cws-button--low-emphasis cws-button--align-left" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/ai-platform/notebooks/docs/create-new" track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-child_index="3" track-metadata-child_total="7"> 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="cws-headline--headline-6 cloud-list-item__headline" id="mlops-101" data-text=" MLOps 101"> MLOps 101</h5> <p class="cws-body cloud-list-item__blurb"><span class="richtext cws-body">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="cws-button__set cws-button__set--with-margin"> <a href="https://web.archive.org/web/20210408153644/https://cloud.google.com/solutions/machine-learning/mlops-continuous-delivery-and-automation-pipelines-in-machine-learning" class="cws-button cws-button--low-emphasis cws-button--align-left" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/solutions/machine-learning/mlops-continuous-delivery-and-automation-pipelines-in-machine-learning" track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-child_index="4" track-metadata-child_total="7"> 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="cws-headline--headline-6 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="cws-body cloud-list-item__blurb"><span class="richtext cws-body">Overview of ML Pipeline Generator and the expected user journey, and instructions for orchestrating a training job on AI Platform. </span></p> </div> <div class="cloud-list-item__footer"> <div class="cws-button__set cws-button__set--with-margin"> <a href="https://web.archive.org/web/20210408153644/https://cloud.google.com/blog/products/ai-machine-learning/migrate-your-custom-ml-models-to-google-cloud-in-3-steps" class="cws-button cws-button--low-emphasis cws-button--align-left" track-name="learn more" track-type="button" 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="low-emphasis" track-metadata-module="documentation" track-metadata-child_index="5" track-metadata-child_total="7"> 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="cws-headline--headline-6 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="cws-body cloud-list-item__blurb"><span class="richtext cws-body">Learn about AI Platform (Unified), which brings AutoML and AI Platform (Classic) together into a unified API, client library, and user interface. </span></p> </div> <div class="cloud-list-item__footer"> <div class="cws-button__set cws-button__set--with-margin"> <a href="https://web.archive.org/web/20210408153644/https://cloud.google.com/ai-platform-unified/docs/start/introduction-unified-platform" class="cws-button cws-button--low-emphasis cws-button--align-left" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/ai-platform-unified/docs/start/introduction-unified-platform" track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-child_index="6" track-metadata-child_total="7"> 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="cws-headline--headline-6 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="cws-body cloud-list-item__blurb"><span class="richtext cws-body">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="cws-button__set cws-button__set--with-margin"> <a href="https://web.archive.org/web/20210408153644/https://cloud.google.com/ai-platform-unified/docs/start/ai-platform-users" class="cws-button cws-button--low-emphasis cws-button--align-left" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/ai-platform-unified/docs/start/ai-platform-users" track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-child_index="7" track-metadata-child_total="7"> Learn more </a> </div> </div> </div> <div class="cloud-list__footer"> <h5 class="cws-headline--headline-6 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="cws-button__set"> <a href="https://web.archive.org/web/20210408153644/https://cloud.google.com/ai-platform/docs" class="cws-button cws-button--low-emphasis cws-button--align-left" track-name="view all product documentation" track-type="button" track-metadata-eventdetail="cloud.google.com/ai-platform/docs" track-metadata-modifier="low-emphasis" track-metadata-module="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="cws-label" 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="cws-headline--headline-4" 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="cws-headline--headline-6 feature-module__table-header"> AI Explanations </span> </td> <td class="feature-module__table-cell"> <span class="richtext cws-body">Understand how each feature in your input data contributed to model's outputs.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> AutoML </span> </td> <td class="feature-module__table-cell"> <span class="richtext cws-body">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="cws-headline--headline-6 feature-module__table-header"> Continuous evaluation </span> </td> <td class="feature-module__table-cell"> <span class="richtext cws-body">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="cws-headline--headline-6 feature-module__table-header"> Data Labeling Service </span> </td> <td class="feature-module__table-cell"> <span class="richtext cws-body">Get highly accurate labels from human labelers for better machine learning models.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Deep Learning Containers </span> </td> <td class="feature-module__table-cell"> <span class="richtext cws-body">Quickly build and deploy models in a portable and consistent environment for all your AI applications.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Deep Learning VM Image </span> </td> <td class="feature-module__table-cell"> <span class="richtext cws-body">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="cws-headline--headline-6 feature-module__table-header"> Neural Architecture Search </span> </td> <td class="feature-module__table-cell"> <span class="richtext cws-body">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="cws-headline--headline-6 feature-module__table-header"> Notebooks </span> </td> <td class="feature-module__table-cell"> <span class="richtext cws-body">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="cws-headline--headline-6 feature-module__table-header"> Pipelines </span> </td> <td class="feature-module__table-cell"> <span class="richtext cws-body">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="cws-headline--headline-6 feature-module__table-header"> Prediction </span> </td> <td class="feature-module__table-cell"> <span class="richtext cws-body">Easily deploy your models to managed, scalable endpoints for online or batch predictions.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> TensorFlow Enterprise </span> </td> <td class="feature-module__table-cell"> <span class="richtext cws-body">Easily develop and deploy TensorFlow models on Google Cloud with enterprise-grade support and cloud scale performance.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> Training </span> </td> <td class="feature-module__table-cell"> <span class="richtext cws-body">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="cws-headline--headline-6 feature-module__table-header"> Vizier </span> </td> <td class="feature-module__table-cell"> <span class="richtext cws-body">Optimize your model's output by intelligently tuning hyperparameters.</span> </td> </tr> <tr> <td> <span class="cws-headline--headline-6 feature-module__table-header"> What-If Tool </span> </td> <td class="feature-module__table-cell"> <span class="richtext cws-body">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="cws-label" 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="cws-headline--headline-4" id="pricing" data-text=" Pricing "> Pricing </h3> </div> <p class="cws-spacer-0--bottom"> <span class="richtext cws-body--large"> <p>AI Platform offers scalable, flexible pricing options to fit your project and budget.</p> <p>AI Platform charges you for training your models and getting predictions. There is no charge for using AI Platform Vizier, AI Platform Notebooks, AI Platform Deep Learning Containers, AI Platform Deep Learning VM Image, or AI Platform Pipelines. However, you do pay for any Google Cloud resources you use with these products.</p> <p>You can also use our <a href="https://web.archive.org/web/20210408153644/https://cloud.google.com/products/calculator" class="cws-link" track-type="inline link" track-metadata-eventdetail="cloud.google.com/products/calculator" track-metadata-module="pricing" track-metadata-module_headline="pricing" track-name="pricing calculator">pricing calculator</a> to estimate the costs of running your workloads.</p> </span> </p> </div> <div class="pricing-module__pricing-cta"> <a href="/web/20210408153644/https://cloud.google.com/ai-platform/pricing" class="cws-button cws-button--low-emphasis cws-button--align-left" track-name="view pricing details" track-type="button" track-metadata-eventdetail="cloud.google.com/ai-platform/pricing" track-metadata-modifier="low-emphasis"> View pricing details </a> </div> </div> </div> </section> <section class="module-section">  </section> <section class="module-section"> <style> .legal-module__disclaimer { border-top: 1px solid #dadce0; } .legal-module__disclaimer-footnote { margin-top: 24px; } </style> <div class="legal-module cloud-grid--alternate" track-metadata-module="legal"> <div class="legal-module__disclaimer cloud-grid__col is-8 "> <div class="legal-module__disclaimer-footnote"> <span class="richtext cws-small-text"> <p>Cloud AI products comply with our <a href="https://web.archive.org/web/20210408153644/https://cloud.google.com/terms/sla" class="cws-link" track-type="inline link" track-metadata-eventdetail="cloud.google.com/terms/sla" track-metadata-module="legal" track-name="sla policies">SLA policies</a>. They may offer different latency or availability guarantees from other Google Cloud services.</p> </span> </div> </div> </div> </section> </div> <section class="cloud-content-footer"> <div class="cloud-jump-section" data-cloud-main-text="Take the next step" data-cloud-is-subtitle-linked="true"> <style> .ankle-module__headline { margin-bottom: 28px; } .ankle-module__description { margin-bottom: 48px; } .ankle-module__buttons { display: inline-block; } .ankle-module__richtext-cta { display: inline-block; margin-left: 32px; } .ankle-module__richtext-cta p { margin-top: 0; } .ankle-module__content { padding: 60px 0; } .ankle-module__links { margin-top: 60px; } .ankle-module__link-list { list-style: none; padding: 0; } .ankle-module__link-list-item:first-child { margin: 0; } .ankle-module__link-list-item { margin: 24px 0 0; } .ankle-module__link-list-item-label { margin-bottom: 8px; } @media (min-width: 767px) { .ankle-module__links { border-left: 1px solid #dadce0; margin-top: 0; } 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