Cloud Natural Language | Google Cloud

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loading="lazy"> </div> <div class="devsite-nav-item-title"> AI Infrastructure </div> <div class="devsite-nav-item-description"> Options for every business to train deep learning and machine learning models cost-effectively. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/dialogflow" track-type="nav" track-name="dialogflow" track-metadata-eventdetail="https://cloud.google.com/dialogflow" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#dialogflow" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Dialogflow </div> <div class="devsite-nav-item-description"> Conversation applications 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class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/private-catalog" track-type="nav" track-name="private catalog" track-metadata-eventdetail="https://cloud.google.com/private-catalog" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#marketplace" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Private Catalog </div> <div class="devsite-nav-item-description"> Service catalog for admins managing internal enterprise solutions. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/cost-management" track-type="nav" track-name="cost management" track-metadata-eventdetail="https://cloud.google.com/cost-management" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://cloud.google.com/images/navigation/products/billing.png" srcset="https://web.archive.org/web/20210813172548im_/https://cloud.google.com/images/navigation/products/billing_36.png 36w, /web/20210813172548im_/https://cloud.google.com/images/navigation/products/billing_48.png 48w, /web/20210813172548im_/https://cloud.google.com/images/navigation/products/billing_72.png 72w, /web/20210813172548im_/https://cloud.google.com/images/navigation/products/billing_96.png 96w, /web/20210813172548im_/https://cloud.google.com/images/navigation/products/billing_480.png 480w, /web/20210813172548im_/https://cloud.google.com/images/navigation/products/billing_720.png 720w, /web/20210813172548im_/https://cloud.google.com/images/navigation/products/billing_856.png 856w, /web/20210813172548im_/https://cloud.google.com/images/navigation/products/billing_960.png 960w, /web/20210813172548im_/https://cloud.google.com/images/navigation/products/billing_1440.png 1440w, /web/20210813172548im_/https://cloud.google.com/images/navigation/products/billing_1920.png 1920w, /web/20210813172548im_/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/20210813172548/https://cloud.google.com/solutions/active-assist" track-type="nav" track-name="intelligent management" track-metadata-eventdetail="https://cloud.google.com/solutions/active-assist" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Intelligent Management </div> <div class="devsite-nav-item-description"> Tools for easily managing performance, security, and cost. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/docs/terraform" track-type="nav" track-name="terraform on google cloud" track-metadata-eventdetail="https://cloud.google.com/docs/terraform" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Terraform on Google Cloud </div> <div class="devsite-nav-item-description"> Open source tool to provision Google Cloud resources with declarative configuration files. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/config-connector" track-type="nav" track-name="config connector" track-metadata-eventdetail="https://cloud.google.com/config-connector" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Config Connector </div> <div class="devsite-nav-item-description"> Kubernetes add-on for managing Google Cloud resources. </div> </a> </li> </ul> </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/20210813172548/https://cloud.google.com/game-servers" track-type="nav" track-name="game servers" track-metadata-eventdetail="https://cloud.google.com/game-servers" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="media and gaming" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/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/20210813172548/https://cloud.google.com/opencue" track-type="nav" track-name="opencue" track-metadata-eventdetail="https://cloud.google.com/opencue" track-metadata-position="nav - products" track-metadata-module="tertiary nav" track-metadata-module_headline="media and gaming" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://cloud.google.com/images/navigation/products/opencue.png" srcset="https://web.archive.org/web/20210813172548im_/https://cloud.google.com/images/navigation/products/opencue_36.png 36w, /web/20210813172548im_/https://cloud.google.com/images/navigation/products/opencue_48.png 48w, /web/20210813172548im_/https://cloud.google.com/images/navigation/products/opencue_72.png 72w, /web/20210813172548im_/https://cloud.google.com/images/navigation/products/opencue_96.png 96w, /web/20210813172548im_/https://cloud.google.com/images/navigation/products/opencue_480.png 480w, /web/20210813172548im_/https://cloud.google.com/images/navigation/products/opencue_720.png 720w, /web/20210813172548im_/https://cloud.google.com/images/navigation/products/opencue_856.png 856w, /web/20210813172548im_/https://cloud.google.com/images/navigation/products/opencue_960.png 960w, /web/20210813172548im_/https://cloud.google.com/images/navigation/products/opencue_1440.png 1440w, /web/20210813172548im_/https://cloud.google.com/images/navigation/products/opencue_1920.png 1920w, /web/20210813172548im_/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/20210813172548/https://cloud.google.com/products/cloud-migration" track-type="nav" track-name="migration" track-metadata-eventdetail="https://cloud.google.com/products/cloud-migration" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/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/20210813172548/https://cloud.google.com/solutions/application-migration" track-type="nav" track-name="application migration" track-metadata-eventdetail="https://cloud.google.com/solutions/application-migration" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/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/20210813172548/https://cloud.google.com/bigquery/transfer" track-type="nav" track-name="bigquery data transfer service" track-metadata-eventdetail="https://cloud.google.com/bigquery/transfer" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/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/20210813172548/https://cloud.google.com/foundation-toolkit" track-type="nav" track-name="cloud foundation toolkit" track-metadata-eventdetail="https://cloud.google.com/foundation-toolkit" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/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/20210813172548/https://cloud.google.com/database-migration" track-type="nav" track-name="database migration service" track-metadata-eventdetail="https://cloud.google.com/database-migration" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/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/20210813172548/https://cloud.google.com/migrate/anthos" track-type="nav" track-name="migrate for anthos" track-metadata-eventdetail="https://cloud.google.com/migrate/anthos" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/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/20210813172548/https://cloud.google.com/migrate/compute-engine" track-type="nav" track-name="migrate for compute engine" track-metadata-eventdetail="https://cloud.google.com/migrate/compute-engine" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/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/20210813172548/https://cloud.google.com/solutions/cloud-migration-program" track-type="nav" track-name="rapid assessment & migration program (ramp)" track-metadata-eventdetail="https://cloud.google.com/solutions/cloud-migration-program" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/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/20210813172548/https://cloud.google.com/transfer-appliance" track-type="nav" track-name="transfer appliance" track-metadata-eventdetail="https://cloud.google.com/transfer-appliance" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/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/20210813172548/https://cloud.google.com/storage-transfer-service" track-type="nav" track-name="storage transfer service" track-metadata-eventdetail="https://cloud.google.com/storage-transfer-service" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#transfer" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Storage Transfer Service </div> <div class="devsite-nav-item-description"> Data transfers from online and on-premises sources to Cloud Storage. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/vmware-engine" track-type="nav" track-name="vmware engine" track-metadata-eventdetail="https://cloud.google.com/vmware-engine" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://www.gstatic.com/cloud/images/navigation/vmware-engine.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> VMware Engine </div> <div class="devsite-nav-item-description"> Migrate and run your VMware workloads natively on Google Cloud. </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/20210813172548/https://cloud.google.com/products/networking" track-type="nav" track-name="networking" track-metadata-eventdetail="https://cloud.google.com/products/networking" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://cloud.google.com/_static/cloud/images/navigation/forward.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Networking </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/armor" track-type="nav" track-name="cloud armor" track-metadata-eventdetail="https://cloud.google.com/armor" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudarmor" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Armor </div> <div class="devsite-nav-item-description"> Security policies and defense against web and DDoS attacks. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/cdn" track-type="nav" track-name="cloud cdn" track-metadata-eventdetail="https://cloud.google.com/cdn" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudcdn" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud CDN </div> <div class="devsite-nav-item-description"> Content delivery network for serving web and video content. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/dns" track-type="nav" track-name="cloud dns" track-metadata-eventdetail="https://cloud.google.com/dns" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#clouddns" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud DNS </div> <div class="devsite-nav-item-description"> Domain name system for reliable and low-latency name lookups. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/load-balancing" track-type="nav" track-name="cloud load balancing" track-metadata-eventdetail="https://cloud.google.com/load-balancing" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudloadbalancing" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Load Balancing </div> <div class="devsite-nav-item-description"> Service for distributing traffic across applications and regions. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/nat" track-type="nav" track-name="cloud nat" track-metadata-eventdetail="https://cloud.google.com/nat" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudnat" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud NAT </div> <div class="devsite-nav-item-description"> NAT service for giving private instances internet access. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/hybrid-connectivity" track-type="nav" track-name="hybrid connectivity" track-metadata-eventdetail="https://cloud.google.com/hybrid-connectivity" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudinterconnect" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Hybrid Connectivity </div> <div class="devsite-nav-item-description"> Connectivity options for VPN, peering, and enterprise needs. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/network-connectivity-center" track-type="nav" track-name="network connectivity center" track-metadata-eventdetail="https://cloud.google.com/network-connectivity-center" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://www.gstatic.com/cloud/images/navigation/network-connectivity-center.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Network Connectivity Center </div> <div class="devsite-nav-item-description"> Connectivity management to help simplify and scale networks. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a 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<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/20210813172548/https://cloud.google.com/products/operations" track-type="nav" track-name="operations" track-metadata-eventdetail="https://cloud.google.com/products/operations" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://cloud.google.com/_static/cloud/images/navigation/forward.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Operations </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/logging" track-type="nav" track-name="cloud logging" 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</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/profiler" track-type="nav" track-name="cloud profiler" track-metadata-eventdetail="https://cloud.google.com/profiler" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#profiler" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Profiler </div> <div class="devsite-nav-item-description"> CPU and heap profiler for analyzing application performance. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/debugger" track-type="nav" 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</div> <div class="devsite-nav-item-title"> Cloud IAM </div> <div class="devsite-nav-item-description"> Permissions management system for Google Cloud resources. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/assured-workloads" track-type="nav" track-name="assured workloads" track-metadata-eventdetail="https://cloud.google.com/assured-workloads" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://cloud.google.com/images/navigation/products/assured-workloads.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Assured Workloads </div> <div class="devsite-nav-item-description"> Compliance and security controls for sensitive workloads. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/security-key-management" track-type="nav" track-name="cloud key management" track-metadata-eventdetail="https://cloud.google.com/security-key-management" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#keymanagementservice" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Key Management </div> <div class="devsite-nav-item-description"> Manage encryption keys on Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/confidential-computing" track-type="nav" track-name="confidential computing" track-metadata-eventdetail="https://cloud.google.com/confidential-computing" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://cloud.google.com/_static/cloud/images/navigation/products/compute-engine.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Confidential Computing </div> <div class="devsite-nav-item-description"> Encrypt data in use with Confidential VMs. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/security-command-center" track-type="nav" track-name="security command center" track-metadata-eventdetail="https://cloud.google.com/security-command-center" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudsecuritycommandcenter" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Security Command Center </div> <div class="devsite-nav-item-description"> Platform for defending against threats to your Google Cloud assets. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/dlp" track-type="nav" track-name="cloud data loss prevention" track-metadata-eventdetail="https://cloud.google.com/dlp" track-metadata-position="nav - products" 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size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#managedserviceformicrosoftactivedirectory" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Managed Service for Microsoft Active Directory </div> <div class="devsite-nav-item-description"> Hardened service running Microsoft® Active Directory (AD). </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/access-transparency" track-type="nav" track-name="access transparency" track-metadata-eventdetail="https://cloud.google.com/access-transparency" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#logging" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Access Transparency </div> <div class="devsite-nav-item-description"> Cloud provider visibility through near real-time logs. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/titan-security-key" track-type="nav" track-name="titan security key" track-metadata-eventdetail="https://cloud.google.com/titan-security-key" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#securitykeyenforcement" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Titan Security Key </div> <div class="devsite-nav-item-description"> Two-factor authentication device for user account protection. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/secret-manager" track-type="nav" track-name="secret manager" track-metadata-eventdetail="https://cloud.google.com/secret-manager" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://cloud.google.com/images/navigation/products/secret-manager.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Secret Manager </div> <div class="devsite-nav-item-description"> Store API keys, passwords, certificates, and other sensitive data. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/beyondcorp-enterprise" track-type="nav" track-name="beyondcorp enterprise" track-metadata-eventdetail="https://cloud.google.com/beyondcorp-enterprise" track-metadata-position="nav - products" track-metadata-module="tertiary nav" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210813172548im_/https://cloud.google.com/images/navigation/products/beyond-corp.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> BeyondCorp Enterprise </div> <div class="devsite-nav-item-description"> Zero trust solution for secure application and resource access. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section cloud-dropdown-top-border"> <li 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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/20210813172548/https://cloud.google.com/open-cloud" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Open cloud" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="openCloud"> <span class="devsite-nav-text" tooltip> Open cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210813172548/https://cloud.google.com/sustainability" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Sustainability" track-type="navMenu" track-metadata-eventdetail="globalMenu" 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class="devsite-nav-item"> <a href="/web/20210813172548/https://cloud.google.com/analyst-reports" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Analyst reports" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="analystReports"> <span class="devsite-nav-text" tooltip> Analyst reports </span> </a> </li> </ul> <ul class="devsite-nav-list" menu="Solutions" aria-label="Side menu" hidden> <li class="devsite-nav-item"> <a href="/web/20210813172548/https://cloud.google.com/solutions#industry-solutions" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Industry Solutions" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="industrySolutions"> <span class="devsite-nav-text" tooltip> Industry Solutions </span> </a> </li> <li class="devsite-nav-item"> <a 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track-name="gaming"> <span class="devsite-nav-text" tooltip> Gaming </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210813172548/https://cloud.google.com/solutions/manufacturing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Manufacturing" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="manufacturing"> <span class="devsite-nav-text" tooltip> Manufacturing </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210813172548/https://cloud.google.com/solutions/supply-chain-logistics" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Supply Chain and Logistics" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="supplyChainAndLogistics"> <span class="devsite-nav-text" tooltip> Supply Chain and Logistics </span> </a> </li> <li 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data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all industry solutions" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="seeAllIndustrySolutions"> <span class="devsite-nav-text" tooltip> See all industry solutions </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210813172548/https://cloud.google.com/solutions" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all solutions" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="seeAllSolutions"> <span class="devsite-nav-text" tooltip> See all solutions </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210813172548/https://cloud.google.com/solutions/application-modernization" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application Modernization" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="applicationModernization"> <span class="devsite-nav-text" tooltip> Application Modernization </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210813172548/https://cloud.google.com/solutions/hybrid-and-multicloud-application-platform" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Hybrid and Multi-cloud Application Platform" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="hybridAndMultiCloudApplicationPlatform"> <span class="devsite-nav-text" tooltip> Hybrid and Multi-cloud Application Platform </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210813172548/https://cloud.google.com/solutions/cloud-native-app-development" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud-Native App Development" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudNativeAppDevelopment"> <span class="devsite-nav-text" tooltip> Cloud-Native App Development </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210813172548/https://cloud.google.com/solutions/unlocking-legacy-applications" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: API Management" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="apiManagement"> <span class="devsite-nav-text" tooltip> API Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210813172548/https://cloud.google.com/serverless" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Serverless Solutions" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="serverlessSolutions"> <span class="devsite-nav-text" tooltip> Serverless Solutions </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210813172548/https://cloud.google.com/devops" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: DevOps" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="devops"> <span class="devsite-nav-text" tooltip> DevOps </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210813172548/https://cloud.google.com/solutions/continuous-delivery" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Continuous Delivery (CD)" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="continuousDelivery(cd)"> <span class="devsite-nav-text" tooltip> Continuous Delivery (CD) </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210813172548/https://cloud.google.com/solutions/continuous-integration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Continuous Integration (CI)" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="continuousIntegration(ci)"> <span class="devsite-nav-text" tooltip> Continuous Integration (CI) </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210813172548/https://cloud.google.com/solutions/mainframe-modernization" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Mainframe Modernization" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="mainframeModernization"> <span class="devsite-nav-text" tooltip> Mainframe Modernization </span> </a> </li> <li class="devsite-nav-item"> <a 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data-category="Site-Wide Custom Events" data-label="Responsive Tab: Contact Center AI" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="contactCenterAi"> <span class="devsite-nav-text" tooltip> Contact Center AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210813172548/https://cloud.google.com/solutions/document-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Document AI" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="documentAi"> <span class="devsite-nav-text" tooltip> Document AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210813172548/https://cloud.google.com/solutions/talent-solution" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Talent Solution" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudTalentSolution"> <span class="devsite-nav-text" tooltip> Cloud Talent Solution </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210813172548/https://cloud.google.com/solutions/business-application-platform" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Business Application Platform" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="businessApplicationPlatform"> <span class="devsite-nav-text" tooltip> Business Application Platform </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210813172548/https://cloud.google.com/solutions/new-channels-using-apis" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: New Business Channels Using APIs" track-type="navMenu" 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track-name="containerSecurity"> <span class="devsite-nav-text" tooltip> Container Security </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210813172548/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/20210813172548/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 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track-name="cloudHealthcareApi"> <span class="devsite-nav-text" tooltip> Cloud Healthcare API </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210813172548/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/20210813172548/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 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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/20210813172548/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/20210813172548/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/20210813172548/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/20210813172548/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/20210813172548/https://cloud.google.com/apigee" 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class="devsite-nav-text" tooltip> Cloud Mobile App </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210813172548/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/20210813172548/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/20210813172548/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"> <a href="/web/20210813172548/https://cloud.google.com/solutions/active-assist" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Intelligent Management" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="intelligentManagement"> <span class="devsite-nav-text" tooltip> Intelligent Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210813172548/https://cloud.google.com/docs/terraform" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: 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</style> <div class="hero-module hero-module--product" track-metadata-position="hero" track-metadata-module="hero" track-metadata-module_headline="natural language ai"> <div class="cws-grid cws-grid__no-gap--row"> <div class="cws-grid__col--span-12"> </div> <div class="hero-module__content cws-grid__col--span-8"> <div class="cws-spacer-4--bottom"> <h1 class="cws-headline--headline-3" id="natural-language-ai" data-text=" Natural Language AI "> Natural Language AI </h1> </div> <div class="cws-spacer-3--bottom"> <div class="cws-body--large cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>Derive insights from unstructured text using Google machine learning.</p> </div> </div> <div class="hero-module__button-wrapper"> <div class="hero-module__buttons cws-button__set"> <a class="cws-button cws-button--high-emphasis" href="https://web.archive.org/web/20210813172548/https://cloud.google.com/natural-language/automl/docs/quickstart" track-name="get started" track-type="button" 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fill="#1E8E3E"> <rect id="swatch" width="24" height="24"> </rect> </g> </g> </g> </g> </g> </g> </svg></span> <div class="cws-body--large cws-spacer-1--top cws-spacer-1--bottom richtext"> <p>Apply natural language understanding (NLU) to apps with Natural Language API</p> </div> </li> </ul> </div> <div class="hero-module__right-rail cws-grid__col--span-4"> <a class="cws-card lb" href="https://web.archive.org/web/20210813172548/https://www.youtube.com/watch?v=ajmWGxAr9Wk&t=2047s&autoplay=1" data-lightbox-height="506" data-lightbox-width="900" target="_blank" rel="noopener" track-name="next 19 learn how customers are using the latest natural language updates" track-type="card" track-metadata-eventdetail="www.youtube.com/watch" track-metadata-position="hero" track-metadata-module="hero" track-metadata-module_headline="natural language ai" track-metadata-child_headline="next 19 learn how customers are using the latest natural language updates" track-metadata-child_eyebrow="video"> <div class="cws-card__inner"> <div class="cws-card__asset cws-card__asset--video"> <picture> <source type="image/webp" srcset="https://web.archive.org/web/20210813172548im_/https://lh3.googleusercontent.com/KdvZs0oA8PjkimB4ayQ8OSNaoCHbQe4za0gN6gtrNM9xt939qn1zp51zpuNpam24b7OnTrj7oeQe=e14-rw-lo-sc0xffffff-h338-w600 1x, https://web.archive.org/web/20210813172548im_/https://lh3.googleusercontent.com/KdvZs0oA8PjkimB4ayQ8OSNaoCHbQe4za0gN6gtrNM9xt939qn1zp51zpuNpam24b7OnTrj7oeQe=e14-rw-lo-sc0xffffff-h676-w1200 2x"> <source type="image/jpeg" srcset="https://web.archive.org/web/20210813172548im_/https://lh3.googleusercontent.com/KdvZs0oA8PjkimB4ayQ8OSNaoCHbQe4za0gN6gtrNM9xt939qn1zp51zpuNpam24b7OnTrj7oeQe=e14-rj-sc0xffffff-h338-w600 1x, https://web.archive.org/web/20210813172548im_/https://lh3.googleusercontent.com/KdvZs0oA8PjkimB4ayQ8OSNaoCHbQe4za0gN6gtrNM9xt939qn1zp51zpuNpam24b7OnTrj7oeQe=e14-rj-sc0xffffff-h676-w1200 2x"> <img alt="Hear how Welocalize, a professional translation and localization service, uses one of the new Translation features to improve translation quality at scale while gaining efficiencies." class="" loading="lazy" src="https://web.archive.org/web/20210813172548im_/https://lh3.googleusercontent.com/KdvZs0oA8PjkimB4ayQ8OSNaoCHbQe4za0gN6gtrNM9xt939qn1zp51zpuNpam24b7OnTrj7oeQe=e14-rj-sc0xffffff-h338-w600" srcset="https://web.archive.org/web/20210813172548im_/https://lh3.googleusercontent.com/KdvZs0oA8PjkimB4ayQ8OSNaoCHbQe4za0gN6gtrNM9xt939qn1zp51zpuNpam24b7OnTrj7oeQe=e14-rj-sc0xffffff-h676-w1200 2x"> </picture> <span aria-hidden="true"> <svg class="cws-icon" xmlns="http://www.w3.org/2000/svg" height="18px" viewbox="0 0 24 24" width="18px"><path d="M23.74 7.1s-.23-1.65-.95-2.37c-.91-.96-1.93-.96-2.4-1.02C17.04 3.47 12 3.5 12 3.5s-5.02-.03-8.37.21c-.46.06-1.48.06-2.39 1.02C.52 5.45.28 7.1.28 7.1S.04 9.05 0 10.98V13c.04 1.94.28 3.87.28 3.87s.24 1.65.96 2.38c.91.95 2.1.92 2.64 1.02 1.88.18 7.91.22 8.12.22 0 0 5.05.01 8.4-.23.46-.06 1.48-.06 2.39-1.02.72-.72.96-2.37.96-2.37s.24-1.94.25-3.87v-2.02c-.02-1.93-.26-3.88-.26-3.88zM9.57 15.5V8.49L16 12.13 9.57 15.5z"></path></svg> </span> </div> <div class="cws-card__content"> <p class="cws-label">VIDEO</p> <p class="cws-headline cws-headline--headline-5">Next ’19: Learn how customers are using the latest Natural Language updates</p> <p class="cws-small-text">46:53</p> </div> </div> </a> </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: 767px) { .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 cws-grid"> <div class="cloud-copy__text cws-grid__col--span-6 cws-grid__col--span-4-lg"> <div class="benefit-module__headline"> <h4 class="cws-headline--headline-5" id="insights-from-customers" data-text="Insights from customers ">Insights from customers </h4> </div> <span class="cws-body richtext"> <p>Use entity analysis to find and label fields within a document—including emails, chat, and social media—and then sentiment analysis to understand customer opinions to find actionable product and UX insights.</p> </span> </div> <div class="cloud-copy__text cws-grid__col--span-6 cws-grid__col--span-4-lg"> <div class="benefit-module__headline"> <h4 class="cws-headline--headline-5" id="multimedia-and-multilingual-support" data-text="Multimedia and multilingual support">Multimedia and multilingual support</h4> </div> <span class="cws-body richtext"> <p>Natural Language with <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/speech" class="cws-link" track-name="speech-to-text api" track-type="inline link" track-metadata-eventdetail="cloud.google.com/speech" track-metadata-module="benefits">Speech-to-Text API</a> extracts insights from audio. <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/vision" class="cws-link" track-name="vision api" track-type="inline link" track-metadata-eventdetail="cloud.google.com/vision" track-metadata-module="benefits">Vision API</a> adds optical character recognition (OCR) for scanned docs. <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/translate" class="cws-link" track-name="translation api" track-type="inline link" track-metadata-eventdetail="cloud.google.com/translate" track-metadata-module="benefits">Translation API</a> understands sentiments in multiple languages.</p> </span> </div> <div class="cloud-copy__text cws-grid__col--span-6 cws-grid__col--span-4-lg"> <div class="benefit-module__headline"> <h4 class="cws-headline--headline-5" id="extract-key-document-entities-that-matter" data-text="Extract key document entities that matter">Extract key document entities that matter</h4> </div> <span class="cws-body richtext"> <p>Use custom entity extraction to identify domain-specific entities within documents—many of which don’t appear in standard language models—without having to spend time or money on manual analysis.</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; } </style> <div class="key-features-module" track-metadata-module="key features" track-metadata-module_headline="three natural language solutions that work with your text"> <div class="cws-grid"> <div class="key-features-module__headline cws-spacer-4--bottom cws-grid__col--span-8"> <h3 class="cws-headline--headline-4" id="three-natural-language-solutions-that-work-with-your-text" data-text=" Three natural language solutions that work with your text "> Three natural language solutions that work with your text </h3> </div> </div> <div class="cws-grid"> <div class="cws-grid__col--span-8"> <div class="key-features-module__key-feature"> <h5 class="cws-headline--headline-6" id="automl" data-text="AutoML">AutoML</h5> <span class="cws-body richtext"> <p>Train your own high-quality machine learning custom models to classify, extract, and detect sentiment with minimum effort and machine learning expertise using Vertex AI for natural language, powered by <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/automl" class="cws-link" track-name="automl" track-type="inline link" track-metadata-eventdetail="cloud.google.com/automl" track-metadata-module="key features" track-metadata-module_headline="three natural language solutions that work with your text">AutoML</a>. You can use the <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/natural-language/automl/docs/quickstart" class="cws-link" track-name="automl" track-type="inline link" track-metadata-eventdetail="cloud.google.com/natural-language/automl/docs/quickstart" track-metadata-module="key features" track-metadata-module_headline="three natural language solutions that work with your text">AutoML</a> UI to upload your training data and test your custom model without a single line of code.</p> </span> </div> <div class="key-features-module__key-feature"> <h5 class="cws-headline--headline-6" id="natural-language-api" data-text="Natural Language API">Natural Language API</h5> <span class="cws-body richtext"> <p>The powerful pre-trained models of the <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/natural-language/docs/quickstarts" class="cws-link" track-name="natural language api" track-type="inline link" track-metadata-eventdetail="cloud.google.com/natural-language/docs/quickstarts" track-metadata-module="key features" track-metadata-module_headline="three natural language solutions that work with your text">Natural Language API</a> empowers developers to easily apply natural language understanding (NLU) to their applications with features including sentiment analysis, entity analysis, entity sentiment analysis, content classification, and syntax analysis.</p> </span> </div> <div class="key-features-module__key-feature"> <h5 class="cws-headline--headline-6" id="healthcare-natural-language-ai" data-text="Healthcare Natural Language AI">Healthcare Natural Language AI</h5> <span class="cws-body richtext"> <p>Gain real-time analysis of insights stored in unstructured medical text. <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/healthcare/docs/how-tos/nlp" class="cws-link" track-name="healthcare natural language api" track-type="inline link" track-metadata-eventdetail="cloud.google.com/healthcare/docs/how-tos/nlp" track-metadata-module="key features" track-metadata-module_headline="three natural language solutions that work with your text">Healthcare Natural Language API</a> allows you to distill machine-readable medical insights from medical documents, while AutoML Entity Extraction for Healthcare makes it simple to build custom knowledge extraction models for healthcare and life sciences apps—no coding skills required.</p> </span> </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="our customers"> <div class="cws-grid"> <div class="cws-grid__col--span-8"> <div class="customer-module__headline"> <h3 class="cws-headline--headline-4" id="our-customers" data-text="Our customers">Our 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 cws-cards"> <a class="cws-card" href="/web/20210813172548/https://cloud.google.com/customers/hearst-newspapers" track-name="hearst newspapers engaging readers with cloud machine learning" track-type="card" track-metadata-eventdetail="cloud.google.com/customers/hearst-newspapers" track-metadata-module="customers carousel" track-metadata-module_headline="our customers" track-metadata-child_headline="hearst newspapers engaging readers with cloud machine learning" track-metadata-child_eyebrow="case study" track-metadata-child_index="1" track-metadata-child_total="3"> <div class="cws-card__inner"> <div class="cws-card__asset cws-card__asset--logo"> <img alt="Hearst Newspapers Logo" class="" src="https://web.archive.org/web/20210813172548im_/https://lh3.googleusercontent.com/rlvwg_H_sMQNEgVuDgvWoS19tieRmDm_zPzMP6Ac5-XjUc350ifRqmsn-Rb0x4jmiISdjl1TXG4=e14-rj-sc0xffffff-h36" srcset="https://web.archive.org/web/20210813172548im_/https://lh3.googleusercontent.com/rlvwg_H_sMQNEgVuDgvWoS19tieRmDm_zPzMP6Ac5-XjUc350ifRqmsn-Rb0x4jmiISdjl1TXG4=e14-rj-sc0xffffff-h72 2x" style=""> </div> <div class="cws-card__content"> <p class="cws-label">Case study</p> <p class="cws-headline cws-headline--headline-5">Hearst Newspapers: Engaging readers with cloud machine learning</p> <p class="cws-small-text">5-min read</p> </div> </div> </a> </div> <div class="cloud-carousel__slide cws-cards"> <a class="cws-card" href="/web/20210813172548/https://cloud.google.com/customers/meredith" track-name="meredith digital entering a new era of data-driven publishing" track-type="card" track-metadata-eventdetail="cloud.google.com/customers/meredith" track-metadata-module="customers carousel" track-metadata-module_headline="our customers" track-metadata-child_headline="meredith digital entering a new era of data-driven publishing" track-metadata-child_eyebrow="case study" track-metadata-child_index="2" track-metadata-child_total="3"> <div class="cws-card__inner"> <div class="cws-card__asset cws-card__asset--logo"> <img alt="Meredith Corporation Logo" class="" src="https://web.archive.org/web/20210813172548im_/https://lh3.googleusercontent.com/La8mc0nR07t6oXxDQm7xW1zypuWef154RzpN9m8UAtcuBuVq3OxprQAHi_dBQlFfyH8JrrVtJBa9=e14-rj-sc0xffffff-h36" srcset="https://web.archive.org/web/20210813172548im_/https://lh3.googleusercontent.com/La8mc0nR07t6oXxDQm7xW1zypuWef154RzpN9m8UAtcuBuVq3OxprQAHi_dBQlFfyH8JrrVtJBa9=e14-rj-sc0xffffff-h72 2x" style=""> </div> <div class="cws-card__content"> <p class="cws-label">Case study</p> <p class="cws-headline cws-headline--headline-5">Meredith Digital: Entering a new era of data-driven publishing</p> <p class="cws-small-text">5-min read</p> </div> </div> </a> </div> <div class="cloud-carousel__slide cws-cards"> <a class="cws-card" href="/web/20210813172548/https://cloud.google.com/customers/ocado" track-name="ocado delivering big results by learning from big data" track-type="card" track-metadata-eventdetail="cloud.google.com/customers/ocado/" track-metadata-module="customers carousel" track-metadata-module_headline="our customers" track-metadata-child_headline="ocado delivering big results by learning from big data" track-metadata-child_eyebrow="case study" track-metadata-child_index="3" track-metadata-child_total="3"> <div class="cws-card__inner"> <div class="cws-card__asset cws-card__asset--logo"> <img alt="Ocado Logo" class="" src="https://web.archive.org/web/20210813172548im_/https://lh3.googleusercontent.com/QS6ZLsMT_rZWegajJ_8IZVDc-rbfpKPHNE1uFdJzhoWqXDbNfIGNKJt3SvDao3P7qZtvsWgAwfVR3w=e14-rj-sc0xffffff-h36" srcset="https://web.archive.org/web/20210813172548im_/https://lh3.googleusercontent.com/QS6ZLsMT_rZWegajJ_8IZVDc-rbfpKPHNE1uFdJzhoWqXDbNfIGNKJt3SvDao3P7qZtvsWgAwfVR3w=e14-rj-sc0xffffff-h72 2x" style=""> </div> <div class="cws-card__content"> <p class="cws-label">Case study</p> <p class="cws-headline cws-headline--headline-5">Ocado: Delivering big results by learning from big data</p> <p class="cws-small-text">5-min read</p> </div> </div> </a> </div> </div> </div> <div class="cloud-carousel__controls cloud-carousel__controls--hide-nuggets"> <div class="cloud-carousel__arrow left-arrow"> <i class="material-icons" aria-hidden="true" translate="no">keyboard_arrow_left</i> </div> <div class="cloud-carousel__arrow right-arrow"> <i class="material-icons" aria-hidden="true" translate="no">keyboard_arrow_right</i> </div> <div class="cloud-carousel__nuggets"> <div class="cloud-carousel__nugget"></div> </div> </div> </div> </div> <div> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="https://web.archive.org/web/20210813172548/https://cloud.google.com/customers" 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"> <div class="testimonials-module" track-metadata-module="testimonial"> <style> .testimonials-module__testimonial { background-color: #f8f9fa; border-radius: 4px; } .testimonials-module__testimonial a { color: #1967d2; } .testimonials-module__testimonial-quote { padding: 60px; } .testimonials-module__testimonial-image { height: 100%; object-fit: cover; width: 100%; } .testimonials-module__testimonial-quote blockquote { background: none; margin: 24px 0 36px; padding: 0; } .testimonials-module__testimonial-quote blockquote footer { margin-top: 24px; } @media (max-width: 1024px) { .testimonials-module__testimonial-quote { padding: 48px 60px; text-align: center; } } @media (max-width: 600px) { .testimonials-module__testimonial-quote { padding: 48px 8px; text-align: center; } .testimonials-module__testimonial-quote blockquote footer { margin-left: 30px; margin-right: 30px; } } </style> <div class="testimonials-module__testimonial"> <div class="cws-grid"> <div class="cws-grid__col--span-10 cws-grid__col--offset-1"> <div class="cloud-text-center testimonials-module__testimonial-quote"> <img alt="By using custom entity extraction within AutoML Natural Language, we can use large data sets to train our model and continually improve the process, no matter where the document comes from." class="" loading="lazy" src="https://web.archive.org/web/20210813172548im_/https://lh3.googleusercontent.com/0lX4beas7aj1AMMZyeoong_gPM1z8nuW7u122xEHQVtrYz0tTX0W4bcxMoq5jQcK6LzTaIDHztrI=e14-h36" srcset="https://web.archive.org/web/20210813172548im_/https://lh3.googleusercontent.com/0lX4beas7aj1AMMZyeoong_gPM1z8nuW7u122xEHQVtrYz0tTX0W4bcxMoq5jQcK6LzTaIDHztrI=e14-h72 2x" style=""> <blockquote> <p class="cws-headline--headline-5">“By using custom entity extraction within AutoML Natural Language, we can use large data sets to train our model and continually improve the process, no matter where the document comes from.”</p> <footer class="cws-headline--headline-6">Kiran Kaza, Head of Mobile Engineering, DocuSign</footer> </blockquote> </div> </div> </div> </div> </div> </section> <section class="module-section">  </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="documentation"> <div class="cws-grid"> <div class="documentation-module__copy cws-grid__col--span-8"> <div class="documentation-module__headline"> <h3 class="cws-headline--headline-4" id="documentation" data-text=" Documentation "> Documentation </h3> </div> </div> </div> <div class="cws-grid"> <div class="cws-grid__col--span-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="cloud-natural-language-api" data-text=" Cloud Natural Language API"> Cloud Natural Language API</h5> <p class="cws-body cloud-list-item__blurb"><span class="cws-body richtext">Provide natural language understanding technologies, such as sentiment analysis, entity recognition, and other text annotations to developers.</span></p> </div> <div class="cloud-list-item__footer"> <div class="cws-button__set cws-button__set--with-margin"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="https://web.archive.org/web/20210813172548/https://cloud.google.com/natural-language/docs/reference/rest" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/natural-language/docs/reference/rest " track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-module_headline="documentation" track-metadata-parent_type="list item" track-metadata-child_index="1" track-metadata-child_total="2"> 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 "> Tutorial </span> </div> <h5 class="cws-headline--headline-6 cloud-list-item__headline" id="build-custom-ml-models-with-automl-for-natural-language-data" data-text=" Build custom ML models with AutoML for natural language data"> Build custom ML models with AutoML for natural language data</h5> <p class="cws-body cloud-list-item__blurb"><span class="cws-body richtext">Create models to classify documents, identify entities in documents, or analyze the prevailing emotional attitude in a document.</span></p> </div> <div class="cloud-list-item__footer"> <div class="cws-button__set cws-button__set--with-margin"> <a class="cws-button cws-button--low-emphasis cws-button--align-left" href="https://web.archive.org/web/20210813172548/https://cloud.google.com/natural-language/automl/docs/beginners-guide" track-name="learn more" track-type="button" track-metadata-eventdetail="cloud.google.com/natural-language/automl/docs/beginners-guide" track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-module_headline="documentation" track-metadata-parent_type="list item" track-metadata-child_index="2" track-metadata-child_total="2"> 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 class="cws-button cws-button--low-emphasis cws-button--align-left" href="https://web.archive.org/web/20210813172548/https://cloud.google.com/docs" track-name="view all product documentation" track-type="button" track-metadata-eventdetail="cloud.google.com/docs" track-metadata-modifier="low-emphasis" track-metadata-module="documentation" track-metadata-module_headline="documentation"> View all product documentation </a> </div> </div> </div> </div> </div> <div class="cws-grid__col--span-4 documentation-module__sidebar"> </div> </div> </div> </div> </section> <section class="module-section">  </section> <section class="module-section" id="all-features"> <div class="cloud-jump-section" data-cloud-main-text="All features" data-cloud-is-subtitle-linked="true"> <p class="cws-label" style="margin-bottom: 16px;">All features</p> <style> .comparison-module .expandable { border-top: 1px solid #174ea6; margin-bottom: 20px; } .comparison-module .cloud-collapse__panels { border-bottom: 1px solid #174ea6; } .comparison-module__mobile-view { display: none; } .comparison-module__checkmarks { list-style: none; padding-left: 0; } .comparison-module__checkmarks-mobile { list-style: none; padding-left: 0; } .comparison-module__checkmarks li:last-child { margin-bottom: 0; } .comparison-module__items-block-wrapper div:last-child { border: 0; } .comparison-module__items-block { border-bottom: 1px solid #dadce0; } .comparison-module__items-block div.richtext { color: inherit; } .comparison-module__checkmark { display: flex; margin: 0; margin-bottom: 8px; } .comparison-module__checkmark--center { justify-content: center; } .comparison-module__checkmark div, .comparison-module__checkmark p { display: inline; margin: 0; } .comparison-module__checkmark-check { display: inline; margin-right: 8px; margin-top: 4px; } .comparison-module__header { margin-bottom: 16px; margin-top: 36px; } .comparison-module__row-item { border-right: 1px solid #dadce0; padding: 24px; } .comparison-module__cell-text { display: inline; color: #5f6368; line-height: inherit; } .comparison-module__row-alternate { background-color: #f8f9fa; } .comparison-module__eyebrow { align-items: flex-end; border-bottom: 1px solid #dadce0; border-right: 1px solid #dadce0; display: flex; padding: 0px 16px 16px 24px; line-height: 16px; } .comparison-module__header-item { display: flex; flex-direction: column; border-bottom: 1px solid #dadce0; border-right: 1px solid #dadce0; border-top: 1px solid #dadce0; padding: 24px; } .comparison-module__last-cell { border-bottom: 1px solid #dadce0; } .comparison-module .cws-headline--headline-6, .comparison-module .cws-headline--headline-6 p { margin: 0; } @media (max-width: 767px) { .comparison-module__desktop-view { display: none; } .comparison-module__mobile-view { display: block; } } </style> <div class="comparison-module" track-metadata-module="comparison" track-metadata-module_headline="which natural language product is right for you"> <div class="cws-grid comparison-module__headline cws-spacer-4--bottom"> <div class="cws-grid__col--span-12"> <h3 class="cws-headline--headline-4" id="which-natural-language-product-is-right-for-you" data-text="Which Natural Language product is right for you?">Which Natural Language product is right for you?</h3> <div class="cws-body--large cws-spacer-2--top cws-spacer-2--bottom richtext"> Natural Language API reveals the structure and meaning of text with thousands of pretrained classifications. AutoML classifies content in custom categories for your specific needs.</div> </div> </div> <div class="comparison-module__desktop-view"> <div class="cws-grid cws-grid__no-gap"> <div class="cws-label comparison-module__eyebrow cws-grid__col--span-4"> </div> <div class="comparison-module__header-item cws-grid__col--span-4"> <h3 class="cws-headline--headline-6" id="automl_1" data-text=" AutoML "> AutoML </h3> <div class="cws-spacer-1--bottom"> </div> <div class="comparison-module__header-item-cta cws-spacer-2--top cws-button__set"> </div> </div> <div class="comparison-module__header-item cws-grid__col--span-4"> <h3 class="cws-headline--headline-6" id="natural-language-api_1" data-text=" Natural Language API "> Natural Language API </h3> <div class="cws-spacer-1--bottom"> </div> <div class="comparison-module__header-item-cta cws-spacer-2--top cws-button__set"> </div> </div> <div class="cws-grid__col--span-4 comparison-module__row-item comparison-module__row-alternate"> <h3 class="cws-headline--headline-6" id="integrated-rest-api-natural-language-is-accessible-via-our-rest-api.-text-can-be-uploaded-in-the-request-or-integrated-with-cloud-storage." data-text=" Integrated REST API Natural Language is accessible via our REST API. Text can be uploaded in the request or integrated with Cloud Storage. "> <span class="cws-body richtext"> <p>Integrated REST API</p> <p>Natural Language is accessible via our REST API. Text can be uploaded in the request or integrated with <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/storage" class="cws-link" track-name="cloud storage" track-type="inline link" track-metadata-eventdetail="cloud.google.com/storage" track-metadata-module="comparison" track-metadata-module_headline="which natural language product is right for you">Cloud Storage</a>. </p> </span> </h3> </div> <div class="cws-grid__col--span-4 comparison-module__row-item comparison-module__row-alternate"> <ul class="comparison-module__checkmarks"> <li class="comparison-module__checkmark comparison-module__checkmark--center"> <span class="comparison-module__checkmark-check"> <svg width="16px" height="16px" viewbox="0 0 16 16" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" jetway-hooks="{}"> <title>check_circle_filled_black_24dp (1)</title> <g jetway-hook-id="F02B8FBA-AEEF-44BA-996B-E086CA71F796" id="Redlines" stroke="none" stroke-width="1" fill="none" fill-rule="evenodd"> <g jetway-hook-id="535FAA57-9E4D-413B-A133-93DE76DB7A57" id="Tiered-wayfinding_template_r1v1" transform="translate(-868.000000, -1185.000000)"> <g jetway-hook-id="1FFC08A8-B7B9-48BB-98A6-C4AB020A5062" id="Group" transform="translate(868.000000, 1149.000000)"> <g jetway-hook-id="38D95AEE-8F2F-4BFD-8B6C-84852F733298" id="Group-6" transform="translate(0.000000, 32.000000)"> <g jetway-hook-id="D8CF8B54-4398-4E49-860C-BF2BBB2D6C18" id="check_circle_filled_black_24dp-(1)" transform="translate(0.000000, 4.000000)"> <path d="M8,1.33333333 C4.32,1.33333333 1.33333333,4.32 1.33333333,8 C1.33333333,11.68 4.32,14.6666667 8,14.6666667 C11.68,14.6666667 14.6666667,11.68 14.6666667,8 C14.6666667,4.32 11.68,1.33333333 8,1.33333333 Z M6.66666667,11.3333333 L4,8.66666667 L4.93333333,7.73333333 L6.66666667,9.46666667 L11.0666667,5.06666667 L12,6 L6.66666667,11.3333333 Z" jetway-hook-id="353F0A81-19F2-4A9A-9592-E9662EFB15BF" id="Shape" fill="#34A853" fill-rule="nonzero"></path> <polygon jetway-hook-id="C4F08A30-32B2-45B6-AB0C-E5494B408335" id="Path" points="0 0 16 0 16 16 0 16"> </polygon> </g> </g> </g> </g> </g> </svg> </span> </li> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item comparison-module__row-alternate"> <ul class="comparison-module__checkmarks"> <li class="comparison-module__checkmark comparison-module__checkmark--center"> <span class="comparison-module__checkmark-check"> <svg width="16px" height="16px" viewbox="0 0 16 16" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" jetway-hooks="{}"> <title>check_circle_filled_black_24dp (1)</title> <g jetway-hook-id="F02B8FBA-AEEF-44BA-996B-E086CA71F796" id="Redlines" stroke="none" stroke-width="1" fill="none" fill-rule="evenodd"> <g jetway-hook-id="535FAA57-9E4D-413B-A133-93DE76DB7A57" id="Tiered-wayfinding_template_r1v1" transform="translate(-868.000000, -1185.000000)"> <g jetway-hook-id="1FFC08A8-B7B9-48BB-98A6-C4AB020A5062" id="Group" transform="translate(868.000000, 1149.000000)"> <g jetway-hook-id="38D95AEE-8F2F-4BFD-8B6C-84852F733298" id="Group-6" transform="translate(0.000000, 32.000000)"> <g jetway-hook-id="D8CF8B54-4398-4E49-860C-BF2BBB2D6C18" id="check_circle_filled_black_24dp-(1)" transform="translate(0.000000, 4.000000)"> <path d="M8,1.33333333 C4.32,1.33333333 1.33333333,4.32 1.33333333,8 C1.33333333,11.68 4.32,14.6666667 8,14.6666667 C11.68,14.6666667 14.6666667,11.68 14.6666667,8 C14.6666667,4.32 11.68,1.33333333 8,1.33333333 Z M6.66666667,11.3333333 L4,8.66666667 L4.93333333,7.73333333 L6.66666667,9.46666667 L11.0666667,5.06666667 L12,6 L6.66666667,11.3333333 Z" jetway-hook-id="353F0A81-19F2-4A9A-9592-E9662EFB15BF" id="Shape" fill="#34A853" fill-rule="nonzero"></path> <polygon jetway-hook-id="C4F08A30-32B2-45B6-AB0C-E5494B408335" id="Path" points="0 0 16 0 16 16 0 16"> </polygon> </g> </g> </g> </g> </g> </svg> </span> </li> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item"> <h3 class="cws-headline--headline-6" id="syntax-analysis-extract-tokens-and-sentences,-identify-parts-of-speech,-and-create-dependency-parse-trees-for-each-sentence." data-text=" Syntax analysis Extract tokens and sentences, identify parts of speech, and create dependency parse trees for each sentence. "> <span class="cws-body richtext"> <p>Syntax analysis</p> <p>Extract tokens and sentences, identify parts of speech, and create dependency parse trees for each sentence.</p> </span> </h3> </div> <div class="cws-grid__col--span-4 comparison-module__row-item"> <ul class="comparison-module__checkmarks"> <li class="comparison-module__checkmark comparison-module__checkmark--center"> </li> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item"> <ul class="comparison-module__checkmarks"> <li class="comparison-module__checkmark comparison-module__checkmark--center"> <span class="comparison-module__checkmark-check"> <svg width="16px" height="16px" viewbox="0 0 16 16" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" jetway-hooks="{}"> <title>check_circle_filled_black_24dp (1)</title> <g jetway-hook-id="F02B8FBA-AEEF-44BA-996B-E086CA71F796" id="Redlines" stroke="none" stroke-width="1" fill="none" fill-rule="evenodd"> <g jetway-hook-id="535FAA57-9E4D-413B-A133-93DE76DB7A57" id="Tiered-wayfinding_template_r1v1" transform="translate(-868.000000, -1185.000000)"> <g jetway-hook-id="1FFC08A8-B7B9-48BB-98A6-C4AB020A5062" id="Group" transform="translate(868.000000, 1149.000000)"> <g jetway-hook-id="38D95AEE-8F2F-4BFD-8B6C-84852F733298" id="Group-6" transform="translate(0.000000, 32.000000)"> <g jetway-hook-id="D8CF8B54-4398-4E49-860C-BF2BBB2D6C18" id="check_circle_filled_black_24dp-(1)" transform="translate(0.000000, 4.000000)"> <path d="M8,1.33333333 C4.32,1.33333333 1.33333333,4.32 1.33333333,8 C1.33333333,11.68 4.32,14.6666667 8,14.6666667 C11.68,14.6666667 14.6666667,11.68 14.6666667,8 C14.6666667,4.32 11.68,1.33333333 8,1.33333333 Z M6.66666667,11.3333333 L4,8.66666667 L4.93333333,7.73333333 L6.66666667,9.46666667 L11.0666667,5.06666667 L12,6 L6.66666667,11.3333333 Z" jetway-hook-id="353F0A81-19F2-4A9A-9592-E9662EFB15BF" id="Shape" fill="#34A853" fill-rule="nonzero"></path> <polygon jetway-hook-id="C4F08A30-32B2-45B6-AB0C-E5494B408335" id="Path" points="0 0 16 0 16 16 0 16"> </polygon> </g> </g> </g> </g> </g> </svg> </span> </li> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item comparison-module__row-alternate"> <h3 class="cws-headline--headline-6" id="entity-analysis-identify-entities-within-documents—including-receipts,-invoices,-and-contracts—and-label-them-by-types-such-as-date,-person,-and-media." data-text=" Entity analysis Identify entities within documents—including receipts, invoices, and contracts—and label them by types such as date, person, and media. "> <span class="cws-body richtext"> <p>Entity analysis</p> <p>Identify entities within documents—including receipts, invoices, and contracts—and label them by types such as date, person, and media.</p> </span> </h3> </div> <div class="cws-grid__col--span-4 comparison-module__row-item comparison-module__row-alternate"> <ul class="comparison-module__checkmarks"> <li class="comparison-module__checkmark comparison-module__checkmark--center"> </li> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item comparison-module__row-alternate"> <ul class="comparison-module__checkmarks"> <li class="comparison-module__checkmark comparison-module__checkmark--center"> <span class="comparison-module__checkmark-check"> <svg width="16px" height="16px" viewbox="0 0 16 16" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" jetway-hooks="{}"> <title>check_circle_filled_black_24dp (1)</title> <g jetway-hook-id="F02B8FBA-AEEF-44BA-996B-E086CA71F796" id="Redlines" stroke="none" stroke-width="1" fill="none" fill-rule="evenodd"> <g jetway-hook-id="535FAA57-9E4D-413B-A133-93DE76DB7A57" id="Tiered-wayfinding_template_r1v1" transform="translate(-868.000000, -1185.000000)"> <g jetway-hook-id="1FFC08A8-B7B9-48BB-98A6-C4AB020A5062" id="Group" transform="translate(868.000000, 1149.000000)"> <g jetway-hook-id="38D95AEE-8F2F-4BFD-8B6C-84852F733298" id="Group-6" transform="translate(0.000000, 32.000000)"> <g jetway-hook-id="D8CF8B54-4398-4E49-860C-BF2BBB2D6C18" id="check_circle_filled_black_24dp-(1)" transform="translate(0.000000, 4.000000)"> <path d="M8,1.33333333 C4.32,1.33333333 1.33333333,4.32 1.33333333,8 C1.33333333,11.68 4.32,14.6666667 8,14.6666667 C11.68,14.6666667 14.6666667,11.68 14.6666667,8 C14.6666667,4.32 11.68,1.33333333 8,1.33333333 Z M6.66666667,11.3333333 L4,8.66666667 L4.93333333,7.73333333 L6.66666667,9.46666667 L11.0666667,5.06666667 L12,6 L6.66666667,11.3333333 Z" jetway-hook-id="353F0A81-19F2-4A9A-9592-E9662EFB15BF" id="Shape" fill="#34A853" fill-rule="nonzero"></path> <polygon jetway-hook-id="C4F08A30-32B2-45B6-AB0C-E5494B408335" id="Path" points="0 0 16 0 16 16 0 16"> </polygon> </g> </g> </g> </g> </g> </svg> </span> </li> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item"> <h3 class="cws-headline--headline-6" id="custom-entity-extraction-identify-entities-within-documents-and-label-them-based-on-your-own-domain-specific-keywords-or-phrases." data-text=" Custom entity extraction Identify entities within documents and label them based on your own domain-specific keywords or phrases. "> <span class="cws-body richtext"> <p>Custom entity extraction</p> <p>Identify entities within documents and label them based on your own domain-specific keywords or phrases.</p> </span> </h3> </div> <div class="cws-grid__col--span-4 comparison-module__row-item"> <ul class="comparison-module__checkmarks"> <li class="comparison-module__checkmark comparison-module__checkmark--center"> <span class="comparison-module__checkmark-check"> <svg width="16px" height="16px" viewbox="0 0 16 16" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" jetway-hooks="{}"> <title>check_circle_filled_black_24dp (1)</title> <g jetway-hook-id="F02B8FBA-AEEF-44BA-996B-E086CA71F796" id="Redlines" stroke="none" stroke-width="1" fill="none" fill-rule="evenodd"> <g jetway-hook-id="535FAA57-9E4D-413B-A133-93DE76DB7A57" id="Tiered-wayfinding_template_r1v1" transform="translate(-868.000000, -1185.000000)"> <g jetway-hook-id="1FFC08A8-B7B9-48BB-98A6-C4AB020A5062" id="Group" transform="translate(868.000000, 1149.000000)"> <g jetway-hook-id="38D95AEE-8F2F-4BFD-8B6C-84852F733298" id="Group-6" transform="translate(0.000000, 32.000000)"> <g jetway-hook-id="D8CF8B54-4398-4E49-860C-BF2BBB2D6C18" id="check_circle_filled_black_24dp-(1)" transform="translate(0.000000, 4.000000)"> <path d="M8,1.33333333 C4.32,1.33333333 1.33333333,4.32 1.33333333,8 C1.33333333,11.68 4.32,14.6666667 8,14.6666667 C11.68,14.6666667 14.6666667,11.68 14.6666667,8 C14.6666667,4.32 11.68,1.33333333 8,1.33333333 Z M6.66666667,11.3333333 L4,8.66666667 L4.93333333,7.73333333 L6.66666667,9.46666667 L11.0666667,5.06666667 L12,6 L6.66666667,11.3333333 Z" jetway-hook-id="353F0A81-19F2-4A9A-9592-E9662EFB15BF" id="Shape" fill="#34A853" fill-rule="nonzero"></path> <polygon jetway-hook-id="C4F08A30-32B2-45B6-AB0C-E5494B408335" id="Path" points="0 0 16 0 16 16 0 16"> </polygon> </g> </g> </g> </g> </g> </svg> </span> </li> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item"> <ul class="comparison-module__checkmarks"> <li class="comparison-module__checkmark comparison-module__checkmark--center"> </li> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item comparison-module__row-alternate"> <h3 class="cws-headline--headline-6" id="sentiment-analysis-understand-the-overall-opinion,-feeling,-or-attitude-sentiment-expressed-in-a-block-of-text." data-text=" Sentiment analysis Understand the overall opinion, feeling, or attitude sentiment expressed in a block of text. "> <span class="cws-body richtext"> <p>Sentiment analysis</p> <p>Understand the overall opinion, feeling, or attitude sentiment expressed in a block of text.</p> </span> </h3> </div> <div class="cws-grid__col--span-4 comparison-module__row-item comparison-module__row-alternate"> <ul class="comparison-module__checkmarks"> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item comparison-module__row-alternate"> <ul class="comparison-module__checkmarks"> <li class="comparison-module__checkmark comparison-module__checkmark--center"> <span class="comparison-module__checkmark-check"> <svg width="16px" height="16px" viewbox="0 0 16 16" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" jetway-hooks="{}"> <title>check_circle_filled_black_24dp (1)</title> <g jetway-hook-id="F02B8FBA-AEEF-44BA-996B-E086CA71F796" id="Redlines" stroke="none" stroke-width="1" fill="none" fill-rule="evenodd"> <g jetway-hook-id="535FAA57-9E4D-413B-A133-93DE76DB7A57" id="Tiered-wayfinding_template_r1v1" transform="translate(-868.000000, -1185.000000)"> <g jetway-hook-id="1FFC08A8-B7B9-48BB-98A6-C4AB020A5062" id="Group" transform="translate(868.000000, 1149.000000)"> <g jetway-hook-id="38D95AEE-8F2F-4BFD-8B6C-84852F733298" id="Group-6" transform="translate(0.000000, 32.000000)"> <g jetway-hook-id="D8CF8B54-4398-4E49-860C-BF2BBB2D6C18" id="check_circle_filled_black_24dp-(1)" transform="translate(0.000000, 4.000000)"> <path d="M8,1.33333333 C4.32,1.33333333 1.33333333,4.32 1.33333333,8 C1.33333333,11.68 4.32,14.6666667 8,14.6666667 C11.68,14.6666667 14.6666667,11.68 14.6666667,8 C14.6666667,4.32 11.68,1.33333333 8,1.33333333 Z M6.66666667,11.3333333 L4,8.66666667 L4.93333333,7.73333333 L6.66666667,9.46666667 L11.0666667,5.06666667 L12,6 L6.66666667,11.3333333 Z" jetway-hook-id="353F0A81-19F2-4A9A-9592-E9662EFB15BF" id="Shape" fill="#34A853" fill-rule="nonzero"></path> <polygon jetway-hook-id="C4F08A30-32B2-45B6-AB0C-E5494B408335" id="Path" points="0 0 16 0 16 16 0 16"> </polygon> </g> </g> </g> </g> </g> </svg> </span> </li> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item"> <h3 class="cws-headline--headline-6" id="custom-sentiment-analysis-understand-the-overall-opinion,-feeling,-or-attitude-expressed-in-a-block-of-text-tuned-to-your-own-domain-specific-sentiment-scores." data-text=" Custom sentiment analysis Understand the overall opinion, feeling, or attitude expressed in a block of text tuned to your own domain-specific sentiment scores. "> <span class="cws-body richtext"> <p>Custom sentiment analysis</p> <p>Understand the overall opinion, feeling, or attitude expressed in a block of text tuned to your own domain-specific sentiment scores.</p> </span> </h3> </div> <div class="cws-grid__col--span-4 comparison-module__row-item"> <ul class="comparison-module__checkmarks"> <li class="comparison-module__checkmark comparison-module__checkmark--center"> <span class="comparison-module__checkmark-check"> <svg width="16px" height="16px" viewbox="0 0 16 16" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" jetway-hooks="{}"> <title>check_circle_filled_black_24dp (1)</title> <g jetway-hook-id="F02B8FBA-AEEF-44BA-996B-E086CA71F796" id="Redlines" stroke="none" stroke-width="1" fill="none" fill-rule="evenodd"> <g jetway-hook-id="535FAA57-9E4D-413B-A133-93DE76DB7A57" id="Tiered-wayfinding_template_r1v1" transform="translate(-868.000000, -1185.000000)"> <g jetway-hook-id="1FFC08A8-B7B9-48BB-98A6-C4AB020A5062" id="Group" transform="translate(868.000000, 1149.000000)"> <g jetway-hook-id="38D95AEE-8F2F-4BFD-8B6C-84852F733298" id="Group-6" transform="translate(0.000000, 32.000000)"> <g jetway-hook-id="D8CF8B54-4398-4E49-860C-BF2BBB2D6C18" id="check_circle_filled_black_24dp-(1)" transform="translate(0.000000, 4.000000)"> <path d="M8,1.33333333 C4.32,1.33333333 1.33333333,4.32 1.33333333,8 C1.33333333,11.68 4.32,14.6666667 8,14.6666667 C11.68,14.6666667 14.6666667,11.68 14.6666667,8 C14.6666667,4.32 11.68,1.33333333 8,1.33333333 Z M6.66666667,11.3333333 L4,8.66666667 L4.93333333,7.73333333 L6.66666667,9.46666667 L11.0666667,5.06666667 L12,6 L6.66666667,11.3333333 Z" jetway-hook-id="353F0A81-19F2-4A9A-9592-E9662EFB15BF" id="Shape" fill="#34A853" fill-rule="nonzero"></path> <polygon jetway-hook-id="C4F08A30-32B2-45B6-AB0C-E5494B408335" id="Path" points="0 0 16 0 16 16 0 16"> </polygon> </g> </g> </g> </g> </g> </svg> </span> </li> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item"> <ul class="comparison-module__checkmarks"> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item comparison-module__row-alternate"> <h3 class="cws-headline--headline-6" id="content-classification-classify-documents-in-700+-predefined-categories." data-text=" Content classification Classify documents in 700+ predefined categories. "> <span class="cws-body richtext"> <p>Content classification</p> <p>Classify documents in 700+ predefined categories.</p> </span> </h3> </div> <div class="cws-grid__col--span-4 comparison-module__row-item comparison-module__row-alternate"> <ul class="comparison-module__checkmarks"> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item comparison-module__row-alternate"> <ul class="comparison-module__checkmarks"> <li class="comparison-module__checkmark comparison-module__checkmark--center"> <span class="comparison-module__checkmark-check"> <svg width="16px" height="16px" viewbox="0 0 16 16" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" jetway-hooks="{}"> <title>check_circle_filled_black_24dp (1)</title> <g jetway-hook-id="F02B8FBA-AEEF-44BA-996B-E086CA71F796" id="Redlines" stroke="none" stroke-width="1" fill="none" fill-rule="evenodd"> <g jetway-hook-id="535FAA57-9E4D-413B-A133-93DE76DB7A57" id="Tiered-wayfinding_template_r1v1" transform="translate(-868.000000, -1185.000000)"> <g jetway-hook-id="1FFC08A8-B7B9-48BB-98A6-C4AB020A5062" id="Group" transform="translate(868.000000, 1149.000000)"> <g jetway-hook-id="38D95AEE-8F2F-4BFD-8B6C-84852F733298" id="Group-6" transform="translate(0.000000, 32.000000)"> <g jetway-hook-id="D8CF8B54-4398-4E49-860C-BF2BBB2D6C18" id="check_circle_filled_black_24dp-(1)" transform="translate(0.000000, 4.000000)"> <path d="M8,1.33333333 C4.32,1.33333333 1.33333333,4.32 1.33333333,8 C1.33333333,11.68 4.32,14.6666667 8,14.6666667 C11.68,14.6666667 14.6666667,11.68 14.6666667,8 C14.6666667,4.32 11.68,1.33333333 8,1.33333333 Z M6.66666667,11.3333333 L4,8.66666667 L4.93333333,7.73333333 L6.66666667,9.46666667 L11.0666667,5.06666667 L12,6 L6.66666667,11.3333333 Z" jetway-hook-id="353F0A81-19F2-4A9A-9592-E9662EFB15BF" id="Shape" fill="#34A853" fill-rule="nonzero"></path> <polygon jetway-hook-id="C4F08A30-32B2-45B6-AB0C-E5494B408335" id="Path" points="0 0 16 0 16 16 0 16"> </polygon> </g> </g> </g> </g> </g> </svg> </span> </li> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item"> <h3 class="cws-headline--headline-6" id="custom-content-classification-create-labels-to-customize-models-for-unique-use-cases,-using-your-own-training-data." data-text=" Custom content classification Create labels to customize models for unique use cases, using your own training data. "> <span class="cws-body richtext"> <p>Custom content classification</p> <p>Create labels to customize models for unique use cases, using your own training data.</p> </span> </h3> </div> <div class="cws-grid__col--span-4 comparison-module__row-item"> <ul class="comparison-module__checkmarks"> <li class="comparison-module__checkmark comparison-module__checkmark--center"> <span class="comparison-module__checkmark-check"> <svg width="16px" height="16px" viewbox="0 0 16 16" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" jetway-hooks="{}"> <title>check_circle_filled_black_24dp (1)</title> <g jetway-hook-id="F02B8FBA-AEEF-44BA-996B-E086CA71F796" id="Redlines" stroke="none" stroke-width="1" fill="none" fill-rule="evenodd"> <g jetway-hook-id="535FAA57-9E4D-413B-A133-93DE76DB7A57" id="Tiered-wayfinding_template_r1v1" transform="translate(-868.000000, -1185.000000)"> <g jetway-hook-id="1FFC08A8-B7B9-48BB-98A6-C4AB020A5062" id="Group" transform="translate(868.000000, 1149.000000)"> <g jetway-hook-id="38D95AEE-8F2F-4BFD-8B6C-84852F733298" id="Group-6" transform="translate(0.000000, 32.000000)"> <g jetway-hook-id="D8CF8B54-4398-4E49-860C-BF2BBB2D6C18" id="check_circle_filled_black_24dp-(1)" transform="translate(0.000000, 4.000000)"> <path d="M8,1.33333333 C4.32,1.33333333 1.33333333,4.32 1.33333333,8 C1.33333333,11.68 4.32,14.6666667 8,14.6666667 C11.68,14.6666667 14.6666667,11.68 14.6666667,8 C14.6666667,4.32 11.68,1.33333333 8,1.33333333 Z M6.66666667,11.3333333 L4,8.66666667 L4.93333333,7.73333333 L6.66666667,9.46666667 L11.0666667,5.06666667 L12,6 L6.66666667,11.3333333 Z" jetway-hook-id="353F0A81-19F2-4A9A-9592-E9662EFB15BF" id="Shape" fill="#34A853" fill-rule="nonzero"></path> <polygon jetway-hook-id="C4F08A30-32B2-45B6-AB0C-E5494B408335" id="Path" points="0 0 16 0 16 16 0 16"> </polygon> </g> </g> </g> </g> </g> </svg> </span> </li> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item"> <ul class="comparison-module__checkmarks"> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item comparison-module__row-alternate"> <h3 class="cws-headline--headline-6" id="multi-language-analyze-text-in-english,-spanish,-japanese,-chinese-simplified-and-traditional,-french,-german,-italian,-korean,-portuguese,-and-russian." data-text=" Multi-language Analyze text in English, Spanish, Japanese, Chinese (simplified and traditional), French, German, Italian, Korean, Portuguese, and Russian. "> <span class="cws-body richtext"> <p>Multi-language</p> <p>Analyze text in English, Spanish, Japanese, Chinese (simplified and traditional), French, German, Italian, Korean, Portuguese, and Russian.</p> </span> </h3> </div> <div class="cws-grid__col--span-4 comparison-module__row-item comparison-module__row-alternate"> <ul class="comparison-module__checkmarks"> <li class="comparison-module__checkmark comparison-module__checkmark--center"> <span class="comparison-module__checkmark-check"> <svg width="16px" height="16px" viewbox="0 0 16 16" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" jetway-hooks="{}"> <title>check_circle_filled_black_24dp (1)</title> <g jetway-hook-id="F02B8FBA-AEEF-44BA-996B-E086CA71F796" id="Redlines" stroke="none" stroke-width="1" fill="none" fill-rule="evenodd"> <g jetway-hook-id="535FAA57-9E4D-413B-A133-93DE76DB7A57" id="Tiered-wayfinding_template_r1v1" transform="translate(-868.000000, -1185.000000)"> <g jetway-hook-id="1FFC08A8-B7B9-48BB-98A6-C4AB020A5062" id="Group" transform="translate(868.000000, 1149.000000)"> <g jetway-hook-id="38D95AEE-8F2F-4BFD-8B6C-84852F733298" id="Group-6" transform="translate(0.000000, 32.000000)"> <g jetway-hook-id="D8CF8B54-4398-4E49-860C-BF2BBB2D6C18" id="check_circle_filled_black_24dp-(1)" transform="translate(0.000000, 4.000000)"> <path d="M8,1.33333333 C4.32,1.33333333 1.33333333,4.32 1.33333333,8 C1.33333333,11.68 4.32,14.6666667 8,14.6666667 C11.68,14.6666667 14.6666667,11.68 14.6666667,8 C14.6666667,4.32 11.68,1.33333333 8,1.33333333 Z M6.66666667,11.3333333 L4,8.66666667 L4.93333333,7.73333333 L6.66666667,9.46666667 L11.0666667,5.06666667 L12,6 L6.66666667,11.3333333 Z" jetway-hook-id="353F0A81-19F2-4A9A-9592-E9662EFB15BF" id="Shape" fill="#34A853" fill-rule="nonzero"></path> <polygon jetway-hook-id="C4F08A30-32B2-45B6-AB0C-E5494B408335" id="Path" points="0 0 16 0 16 16 0 16"> </polygon> </g> </g> </g> </g> </g> </svg> </span> </li> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item comparison-module__row-alternate"> <ul class="comparison-module__checkmarks"> <li class="comparison-module__checkmark comparison-module__checkmark--center"> <span class="comparison-module__checkmark-check"> <svg width="16px" height="16px" viewbox="0 0 16 16" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" jetway-hooks="{}"> <title>check_circle_filled_black_24dp (1)</title> <g jetway-hook-id="F02B8FBA-AEEF-44BA-996B-E086CA71F796" id="Redlines" stroke="none" stroke-width="1" fill="none" fill-rule="evenodd"> <g jetway-hook-id="535FAA57-9E4D-413B-A133-93DE76DB7A57" id="Tiered-wayfinding_template_r1v1" transform="translate(-868.000000, -1185.000000)"> <g jetway-hook-id="1FFC08A8-B7B9-48BB-98A6-C4AB020A5062" id="Group" transform="translate(868.000000, 1149.000000)"> <g jetway-hook-id="38D95AEE-8F2F-4BFD-8B6C-84852F733298" id="Group-6" transform="translate(0.000000, 32.000000)"> <g jetway-hook-id="D8CF8B54-4398-4E49-860C-BF2BBB2D6C18" id="check_circle_filled_black_24dp-(1)" transform="translate(0.000000, 4.000000)"> <path d="M8,1.33333333 C4.32,1.33333333 1.33333333,4.32 1.33333333,8 C1.33333333,11.68 4.32,14.6666667 8,14.6666667 C11.68,14.6666667 14.6666667,11.68 14.6666667,8 C14.6666667,4.32 11.68,1.33333333 8,1.33333333 Z M6.66666667,11.3333333 L4,8.66666667 L4.93333333,7.73333333 L6.66666667,9.46666667 L11.0666667,5.06666667 L12,6 L6.66666667,11.3333333 Z" jetway-hook-id="353F0A81-19F2-4A9A-9592-E9662EFB15BF" id="Shape" fill="#34A853" fill-rule="nonzero"></path> <polygon jetway-hook-id="C4F08A30-32B2-45B6-AB0C-E5494B408335" id="Path" points="0 0 16 0 16 16 0 16"> </polygon> </g> </g> </g> </g> </g> </svg> </span> </li> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item"> <h3 class="cws-headline--headline-6" id="custom-models-train-custom-machine-learning-models-with-minimum-effort-and-machine-learning-expertise." data-text=" Custom models Train custom machine learning models with minimum effort and machine learning expertise. "> <span class="cws-body richtext"> <p>Custom models</p> <p>Train custom machine learning models with minimum effort and machine learning expertise.</p> </span> </h3> </div> <div class="cws-grid__col--span-4 comparison-module__row-item"> <ul class="comparison-module__checkmarks"> <li class="comparison-module__checkmark comparison-module__checkmark--center"> <span class="comparison-module__checkmark-check"> <svg width="16px" height="16px" viewbox="0 0 16 16" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" jetway-hooks="{}"> <title>check_circle_filled_black_24dp (1)</title> <g jetway-hook-id="F02B8FBA-AEEF-44BA-996B-E086CA71F796" id="Redlines" stroke="none" stroke-width="1" fill="none" fill-rule="evenodd"> <g jetway-hook-id="535FAA57-9E4D-413B-A133-93DE76DB7A57" id="Tiered-wayfinding_template_r1v1" transform="translate(-868.000000, -1185.000000)"> <g jetway-hook-id="1FFC08A8-B7B9-48BB-98A6-C4AB020A5062" id="Group" transform="translate(868.000000, 1149.000000)"> <g jetway-hook-id="38D95AEE-8F2F-4BFD-8B6C-84852F733298" id="Group-6" transform="translate(0.000000, 32.000000)"> <g jetway-hook-id="D8CF8B54-4398-4E49-860C-BF2BBB2D6C18" id="check_circle_filled_black_24dp-(1)" transform="translate(0.000000, 4.000000)"> <path d="M8,1.33333333 C4.32,1.33333333 1.33333333,4.32 1.33333333,8 C1.33333333,11.68 4.32,14.6666667 8,14.6666667 C11.68,14.6666667 14.6666667,11.68 14.6666667,8 C14.6666667,4.32 11.68,1.33333333 8,1.33333333 Z M6.66666667,11.3333333 L4,8.66666667 L4.93333333,7.73333333 L6.66666667,9.46666667 L11.0666667,5.06666667 L12,6 L6.66666667,11.3333333 Z" jetway-hook-id="353F0A81-19F2-4A9A-9592-E9662EFB15BF" id="Shape" fill="#34A853" fill-rule="nonzero"></path> <polygon jetway-hook-id="C4F08A30-32B2-45B6-AB0C-E5494B408335" id="Path" points="0 0 16 0 16 16 0 16"> </polygon> </g> </g> </g> </g> </g> </svg> </span> </li> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item"> <ul class="comparison-module__checkmarks"> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item comparison-module__row-alternate"> <h3 class="cws-headline--headline-6" id="powered-by-google’s-automl-models-leverages-google-state-of-the-art-automl-technology-to-produce-high-quality-models." data-text=" Powered by Google’s AutoML models Leverages Google state-of-the-art AutoML technology to produce high-quality models. "> <span class="cws-body richtext"> <p>Powered by Google’s AutoML models</p> <p>Leverages Google state-of-the-art AutoML technology to produce high-quality models.</p> </span> </h3> </div> <div class="cws-grid__col--span-4 comparison-module__row-item comparison-module__row-alternate"> <ul class="comparison-module__checkmarks"> <li class="comparison-module__checkmark comparison-module__checkmark--center"> <span class="comparison-module__checkmark-check"> <svg width="16px" height="16px" viewbox="0 0 16 16" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" jetway-hooks="{}"> <title>check_circle_filled_black_24dp (1)</title> <g jetway-hook-id="F02B8FBA-AEEF-44BA-996B-E086CA71F796" id="Redlines" stroke="none" stroke-width="1" fill="none" fill-rule="evenodd"> <g jetway-hook-id="535FAA57-9E4D-413B-A133-93DE76DB7A57" id="Tiered-wayfinding_template_r1v1" transform="translate(-868.000000, -1185.000000)"> <g jetway-hook-id="1FFC08A8-B7B9-48BB-98A6-C4AB020A5062" id="Group" transform="translate(868.000000, 1149.000000)"> <g jetway-hook-id="38D95AEE-8F2F-4BFD-8B6C-84852F733298" id="Group-6" transform="translate(0.000000, 32.000000)"> <g jetway-hook-id="D8CF8B54-4398-4E49-860C-BF2BBB2D6C18" id="check_circle_filled_black_24dp-(1)" transform="translate(0.000000, 4.000000)"> <path d="M8,1.33333333 C4.32,1.33333333 1.33333333,4.32 1.33333333,8 C1.33333333,11.68 4.32,14.6666667 8,14.6666667 C11.68,14.6666667 14.6666667,11.68 14.6666667,8 C14.6666667,4.32 11.68,1.33333333 8,1.33333333 Z M6.66666667,11.3333333 L4,8.66666667 L4.93333333,7.73333333 L6.66666667,9.46666667 L11.0666667,5.06666667 L12,6 L6.66666667,11.3333333 Z" jetway-hook-id="353F0A81-19F2-4A9A-9592-E9662EFB15BF" id="Shape" fill="#34A853" fill-rule="nonzero"></path> <polygon jetway-hook-id="C4F08A30-32B2-45B6-AB0C-E5494B408335" id="Path" points="0 0 16 0 16 16 0 16"> </polygon> </g> </g> </g> </g> </g> </svg> </span> </li> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item comparison-module__row-alternate"> <ul class="comparison-module__checkmarks"> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item"> <h3 class="cws-headline--headline-6" id="spatial-structure-understanding-use-the-structure-and-layout-information-in-pdfs-to-improve-custom-entity-extraction-performance." data-text=" Spatial structure understanding Use the structure and layout information in PDFs to improve custom entity extraction performance. "> <span class="cws-body richtext"> <p>Spatial structure understanding</p> <p>Use the structure and layout information in PDFs to improve custom entity extraction performance.</p> </span> </h3> </div> <div class="cws-grid__col--span-4 comparison-module__row-item"> <ul class="comparison-module__checkmarks"> <li class="comparison-module__checkmark comparison-module__checkmark--center"> <span class="comparison-module__checkmark-check"> <svg width="16px" height="16px" viewbox="0 0 16 16" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" jetway-hooks="{}"> <title>check_circle_filled_black_24dp (1)</title> <g jetway-hook-id="F02B8FBA-AEEF-44BA-996B-E086CA71F796" id="Redlines" stroke="none" stroke-width="1" fill="none" fill-rule="evenodd"> <g jetway-hook-id="535FAA57-9E4D-413B-A133-93DE76DB7A57" id="Tiered-wayfinding_template_r1v1" transform="translate(-868.000000, -1185.000000)"> <g jetway-hook-id="1FFC08A8-B7B9-48BB-98A6-C4AB020A5062" id="Group" transform="translate(868.000000, 1149.000000)"> <g jetway-hook-id="38D95AEE-8F2F-4BFD-8B6C-84852F733298" id="Group-6" transform="translate(0.000000, 32.000000)"> <g jetway-hook-id="D8CF8B54-4398-4E49-860C-BF2BBB2D6C18" id="check_circle_filled_black_24dp-(1)" transform="translate(0.000000, 4.000000)"> <path d="M8,1.33333333 C4.32,1.33333333 1.33333333,4.32 1.33333333,8 C1.33333333,11.68 4.32,14.6666667 8,14.6666667 C11.68,14.6666667 14.6666667,11.68 14.6666667,8 C14.6666667,4.32 11.68,1.33333333 8,1.33333333 Z M6.66666667,11.3333333 L4,8.66666667 L4.93333333,7.73333333 L6.66666667,9.46666667 L11.0666667,5.06666667 L12,6 L6.66666667,11.3333333 Z" jetway-hook-id="353F0A81-19F2-4A9A-9592-E9662EFB15BF" id="Shape" fill="#34A853" fill-rule="nonzero"></path> <polygon jetway-hook-id="C4F08A30-32B2-45B6-AB0C-E5494B408335" id="Path" points="0 0 16 0 16 16 0 16"> </polygon> </g> </g> </g> </g> </g> </svg> </span> </li> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item"> <ul class="comparison-module__checkmarks"> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item comparison-module__row-alternate"> <h3 class="cws-headline--headline-6" id="large-dataset-support-unlock-complex-use-cases-with-support-for-5,000-classification-labels,-1-million-documents,-and-10-mb-document-size." data-text=" Large dataset support Unlock complex use cases with support for 5,000 classification labels, 1 million documents, and 10 MB document size. "> <span class="cws-body richtext"> <p>Large dataset support</p> <p>Unlock complex use cases with support for 5,000 classification labels, 1 million documents, and 10 MB document size.</p> </span> </h3> </div> <div class="cws-grid__col--span-4 comparison-module__row-item comparison-module__row-alternate comparison-module__last-cell"> <ul class="comparison-module__checkmarks"> <li class="comparison-module__checkmark comparison-module__checkmark--center"> <span class="comparison-module__checkmark-check"> <svg width="16px" height="16px" viewbox="0 0 16 16" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" jetway-hooks="{}"> <title>check_circle_filled_black_24dp (1)</title> <g jetway-hook-id="F02B8FBA-AEEF-44BA-996B-E086CA71F796" id="Redlines" stroke="none" stroke-width="1" fill="none" fill-rule="evenodd"> <g jetway-hook-id="535FAA57-9E4D-413B-A133-93DE76DB7A57" id="Tiered-wayfinding_template_r1v1" transform="translate(-868.000000, -1185.000000)"> <g jetway-hook-id="1FFC08A8-B7B9-48BB-98A6-C4AB020A5062" id="Group" transform="translate(868.000000, 1149.000000)"> <g jetway-hook-id="38D95AEE-8F2F-4BFD-8B6C-84852F733298" id="Group-6" transform="translate(0.000000, 32.000000)"> <g jetway-hook-id="D8CF8B54-4398-4E49-860C-BF2BBB2D6C18" id="check_circle_filled_black_24dp-(1)" transform="translate(0.000000, 4.000000)"> <path d="M8,1.33333333 C4.32,1.33333333 1.33333333,4.32 1.33333333,8 C1.33333333,11.68 4.32,14.6666667 8,14.6666667 C11.68,14.6666667 14.6666667,11.68 14.6666667,8 C14.6666667,4.32 11.68,1.33333333 8,1.33333333 Z M6.66666667,11.3333333 L4,8.66666667 L4.93333333,7.73333333 L6.66666667,9.46666667 L11.0666667,5.06666667 L12,6 L6.66666667,11.3333333 Z" jetway-hook-id="353F0A81-19F2-4A9A-9592-E9662EFB15BF" id="Shape" fill="#34A853" fill-rule="nonzero"></path> <polygon jetway-hook-id="C4F08A30-32B2-45B6-AB0C-E5494B408335" id="Path" points="0 0 16 0 16 16 0 16"> </polygon> </g> </g> </g> </g> </g> </svg> </span> </li> </ul> </div> <div class="cws-grid__col--span-4 comparison-module__row-item comparison-module__row-alternate comparison-module__last-cell"> <ul class="comparison-module__checkmarks"> </ul> </div> </div> </div> <div class="comparison-module__mobile-view"> <div class="comparison-module__mobile-view"> <div class="cloud-collapse cloud-collapse--minimalist" expand-cta="Expand all" collapse-cta="Collapse all" style=""> <div class="cws-grid"> <div class="cws-grid__col--span-12"> <div class="cloud-collapse__panels"> <section class="expandable expanded" id="0" style=""> <div class="expand-control cloud-collapse__label" track-name="0" track-type="collapse" track-metadata-eventdetail="AutoML"> <h4 class="cloud-collapse__text cws-headline--headline-5" id="automl_2" data-text=" AutoML"> AutoML</h4> </div> <div class="cloud-collapse__panel cws-grid"> <div class="cws-grid__col--span-12"> <div class="comparison-module__header-item-mobile cws-spacer-1--bottom"> <div class="cws-spacer-4--bottom"> </div> <div class="cws-button__set"> </div> </div> <div class="comparison-module__items-block-wrapper"> <div class="comparison-module__items-block cws-spacer-3--bottom cws-spacer-3--top"> <div class="cws-label cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>Integrated REST API</p> <p>Natural Language is accessible via our REST API. Text can be uploaded in the request or integrated with <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/storage" class="cws-link" track-name="cloud storage" track-type="inline link" track-metadata-eventdetail="cloud.google.com/storage" track-metadata-module="comparison" track-metadata-module_headline="which natural language product is right for you">Cloud Storage</a>. </p> </div> <ul class="comparison-module__checkmarks-mobile cws-spacer-3--bottom cws-spacer-2--top"> </ul> </div> <div class="comparison-module__items-block cws-spacer-3--bottom cws-spacer-3--top"> <div class="cws-label cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>Custom entity extraction</p> <p>Identify entities within documents and label them based on your own domain-specific keywords or phrases.</p> </div> <ul class="comparison-module__checkmarks-mobile cws-spacer-3--bottom cws-spacer-2--top"> </ul> </div> <div class="comparison-module__items-block cws-spacer-3--bottom cws-spacer-3--top"> <div class="cws-label cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>Custom sentiment analysis</p> <p>Understand the overall opinion, feeling, or attitude expressed in a block of text tuned to your own domain-specific sentiment scores.</p> </div> <ul class="comparison-module__checkmarks-mobile cws-spacer-3--bottom cws-spacer-2--top"> </ul> </div> <div class="comparison-module__items-block cws-spacer-3--bottom cws-spacer-3--top"> <div class="cws-label cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>Custom content classification</p> <p>Create labels to customize models for unique use cases, using your own training data.</p> </div> <ul class="comparison-module__checkmarks-mobile cws-spacer-3--bottom cws-spacer-2--top"> </ul> </div> <div class="comparison-module__items-block cws-spacer-3--bottom cws-spacer-3--top"> <div class="cws-label cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>Multi-language</p> <p>Analyze text in English, Spanish, Japanese, Chinese (simplified and traditional), French, German, Italian, Korean, Portuguese, and Russian.</p> </div> <ul class="comparison-module__checkmarks-mobile cws-spacer-3--bottom cws-spacer-2--top"> </ul> </div> <div class="comparison-module__items-block cws-spacer-3--bottom cws-spacer-3--top"> <div class="cws-label cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>Custom models</p> <p>Train custom machine learning models with minimum effort and machine learning expertise.</p> </div> <ul class="comparison-module__checkmarks-mobile cws-spacer-3--bottom cws-spacer-2--top"> </ul> </div> <div class="comparison-module__items-block cws-spacer-3--bottom cws-spacer-3--top"> <div class="cws-label cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>Powered by Google’s AutoML models</p> <p>Leverages Google state-of-the-art AutoML technology to produce high-quality models. </p> </div> <ul class="comparison-module__checkmarks-mobile cws-spacer-3--bottom cws-spacer-2--top"> </ul> </div> <div class="comparison-module__items-block cws-spacer-3--bottom cws-spacer-3--top"> <div class="cws-label cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>Spatial structure understanding</p> <p>Use the structure and layout information in PDFs to improve custom entity extraction performance.</p> </div> <ul class="comparison-module__checkmarks-mobile cws-spacer-3--bottom cws-spacer-2--top"> </ul> </div> <div class="comparison-module__items-block cws-spacer-3--bottom cws-spacer-3--top"> <div class="cws-label cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>Large dataset support</p> <p>Unlock complex use cases with support for 5,000 classification labels, 1 million documents, and 10 MB document size.</p> </div> <ul class="comparison-module__checkmarks-mobile cws-spacer-3--bottom cws-spacer-2--top"> </ul> </div> </div> </div> </div> </section> <section class="expandable expanded" id="1" style=""> <div class="expand-control cloud-collapse__label" track-name="1" track-type="collapse" track-metadata-eventdetail="Natural Language API"> <h4 class="cloud-collapse__text cws-headline--headline-5" id="natural-language-api_2" data-text=" Natural Language API"> Natural Language API</h4> </div> <div class="cloud-collapse__panel cws-grid"> <div class="cws-grid__col--span-12"> <div class="comparison-module__header-item-mobile cws-spacer-1--bottom"> <div class="cws-spacer-4--bottom"> </div> <div class="cws-button__set"> </div> </div> <div class="comparison-module__items-block-wrapper"> <div class="comparison-module__items-block cws-spacer-3--bottom cws-spacer-3--top"> <div class="cws-label cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>Integrated REST API</p> <p>Natural Language is accessible via our REST API. Text can be uploaded in the request or integrated with <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/storage" class="cws-link" track-name="cloud storage" track-type="inline link" track-metadata-eventdetail="cloud.google.com/storage" track-metadata-module="comparison" track-metadata-module_headline="which natural language product is right for you">Cloud Storage</a>. </p> </div> <ul class="comparison-module__checkmarks-mobile cws-spacer-3--bottom cws-spacer-2--top"> </ul> </div> <div class="comparison-module__items-block cws-spacer-3--bottom cws-spacer-3--top"> <div class="cws-label cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>Syntax analysis</p> <p>Extract tokens and sentences, identify parts of speech, and create dependency parse trees for each sentence.</p> </div> <ul class="comparison-module__checkmarks-mobile cws-spacer-3--bottom cws-spacer-2--top"> </ul> </div> <div class="comparison-module__items-block cws-spacer-3--bottom cws-spacer-3--top"> <div class="cws-label cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>Entity analysis</p> <p>Identify entities within documents—including receipts, invoices, and contracts—and label them by types such as date, person, and media.</p> </div> <ul class="comparison-module__checkmarks-mobile cws-spacer-3--bottom cws-spacer-2--top"> </ul> </div> <div class="comparison-module__items-block cws-spacer-3--bottom cws-spacer-3--top"> <div class="cws-label cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>Sentiment analysis</p> <p>Understand the overall opinion, feeling, or attitude sentiment expressed in a block of text.</p> </div> <ul class="comparison-module__checkmarks-mobile cws-spacer-3--bottom cws-spacer-2--top"> </ul> </div> <div class="comparison-module__items-block cws-spacer-3--bottom cws-spacer-3--top"> <div class="cws-label cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>Content classification</p> <p>Classify documents in 700+ predefined categories.</p> </div> <ul class="comparison-module__checkmarks-mobile cws-spacer-3--bottom cws-spacer-2--top"> </ul> </div> <div class="comparison-module__items-block cws-spacer-3--bottom cws-spacer-3--top"> <div class="cws-label cws-spacer-2--top cws-spacer-2--bottom richtext"> <p>Multi-language</p> <p>Analyze text in English, Spanish, Japanese, Chinese (simplified and traditional), French, German, Italian, Korean, Portuguese, and Russian.</p> </div> <ul class="comparison-module__checkmarks-mobile cws-spacer-3--bottom cws-spacer-2--top"> </ul> </div> </div> </div> </div> </section> </div> </div> </div> </div> </div> </div> </div> </div> </section> <section class="module-section" id="all-features">  </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="cws-body--large richtext"> <p>Translation pricing is based on usage, so you only pay for what you use.</p> </span> </p> </div> <div class="pricing-module__pricing-table"> <div class="cloud-table-wrapper devsite-table-wrapper"> <table class="cloud-table"> <thead> <tr> <th> <span class="cws-headline--headline-6 pricing-module__table-header"><span class="cws-body richtext">Natural Language products</span></span> </th> <th> <span class="cws-headline--headline-6 pricing-module__table-header"><span class="cws-body richtext">Pricing guide</span></span> </th> </tr> </thead> <tbody> <tr> <td class="pricing-module__table-cell"> <span class="cws-body richtext">Natural Language API</span> </td> <td class="pricing-module__table-cell"><span class="cws-body richtext"><a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/natural-language/pricing" class="cws-link" track-name="pricing" track-type="inline link" track-metadata-eventdetail="cloud.google.com/natural-language/pricing" track-metadata-module="pricing" track-metadata-module_headline="pricing">Pricing</a></span> </td> </tr> <tr> <td class="pricing-module__table-cell"> <span class="cws-body richtext">AutoML</span> </td> <td class="pricing-module__table-cell"><span class="cws-body richtext"><a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/natural-language/automl/pricing" class="cws-link" track-name="pricing" track-type="inline link" track-metadata-eventdetail="cloud.google.com/natural-language/automl/pricing" track-metadata-module="pricing" track-metadata-module_headline="pricing">Pricing</a></span> </td> </tr> </tbody> </table> </div> </div> <div class="pricing-module__pricing-cta"> </div> </div> </div> </section> <section class="module-section">  </section> <section class="module-section">  </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-wrap { display: flex; flex-wrap: wrap; gap: 32px; } .ankle-module__buttons { display: inline-block; } .ankle-module__richtext-cta { align-self: center; display: inline-block; } .ankle-module__richtext-cta p { margin-top: 0; } .ankle-module__content { padding: 60px 0; } .ankle-module__link-list { list-style: none; padding: 0; } .ankle-module__link-list-item:first-child { margin: 0; } .ankle-module__link-list-item { margin: 24px 0 0; } .ankle-module__link-list-item-label { margin-bottom: 8px; } @media (min-width: 767px) { .ankle-module__links { border-left: 1px solid #dadce0; } .ankle-module__link-list { padding: 4px 24px; } } @media (min-width: 1280px) { .ankle-module__link-list-item { margin: 36px 0 0; } } @media (max-width: 600px) { .ankle-module__links { margin-top: 24px; } } </style> <div class="ankle-module cws-fullbleed cloud-background-color-grey-50" track-metadata-module="take the next step"> <div class="cws-page"> <div class="ankle-module__content cloud-jump-content cws-grid"> <div class="cws-grid__col--span-6"> <h3 class="cws-headline--headline-4 ankle-module__headline" id="take-the-next-step" data-text=" Take the next step "> Take the next step </h3> <p class="cws-body--large ankle-module__description"> Start building on Google Cloud with $300 in free credits and 20+ always free products. </p> <div class="ankle-module__buttons-wrap"> <div class="ankle-module__buttons"> <a class="cws-button cws-button--high-emphasis" href="https://web.archive.org/web/20210813172548/https://console.cloud.google.com/freetrial" target="_blank" rel="noopener" referrerpolicy="no-referrer-when-downgrade" track-name="get started for free" track-type="button" track-metadata-eventdetail="console.cloud.google.com/freetrial" track-metadata-modifier="high-emphasis"> Get started for free </a> </div> </div> </div> <div class="cws-grid__col--span-4 cws-grid__col--offset-7 ankle-module__links"> <ul class="ankle-module__link-list"> <li class="ankle-module__link-list-item"> <div class="cws-headline--headline-6 ankle-module__link-list-item-label"> Need help getting started? </div> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/contact/" track-name="contact sales" track-type="ankle link" track-metadata-eventdetail="cloud.google.com/contact/" track-metadata-module="take the next step" track-metadata-child_index="1" track-metadata-child_total="3" class="cws-link-independent cws-link-independent"> Contact sales </a> </li> <li class="ankle-module__link-list-item"> <div class="cws-headline--headline-6 ankle-module__link-list-item-label"> Work with a trusted partner </div> <a href="https://web.archive.org/web/20210813172548/https://cloud.withgoogle.com/partners/" target="_blank" rel="noopener" track-name="find a partner" track-type="ankle link" track-metadata-eventdetail="cloud.withgoogle.com/partners/" track-metadata-module="take the next step" track-metadata-child_index="2" track-metadata-child_total="3" class="cws-link-independent cws-link-independent"> Find a partner </a> </li> <li class="ankle-module__link-list-item"> <div class="cws-headline--headline-6 ankle-module__link-list-item-label"> Continue browsing </div> <a href="https://web.archive.org/web/20210813172548/https://cloud.google.com/products/" track-name="see all products" track-type="ankle link" track-metadata-eventdetail="cloud.google.com/products/" track-metadata-module="take the next step" 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