Overview
close
Accelerate your digital transformation
Whether your business is early in its journey or well on its way to digital transformation, Google Cloud can help solve your toughest challenges.
Learn more
Key benefits
Why Google Cloud
Top reasons businesses choose us.
AI and ML
Get enterprise-ready AI.
Multicloud
Run your apps wherever you need them.
Global infrastructure
Build on the same infrastructure as Google.
Data Cloud
Make smarter decisions with unified data.
Open cloud
Scale with open, flexible technology.
Trust and security
Keep your data secure and compliant.
Productivity and collaboration
Connect your teams with AI-powered apps.
Reports and insights
Executive insights
Curated C-suite perspectives.
Analyst reports
Read what industry analysts say about us.
Whitepapers
Browse and download popular whitepapers.
Customer stories
Explore case studies and videos.
Solutions
close
Industry Solutions
Reduce cost, increase operational agility, and capture new market opportunities.
Retail
Analytics and collaboration tools for the retail value chain.
Consumer Packaged Goods
Solutions for CPG digital transformation and brand growth.
Financial Services
Computing, data management, and analytics tools for financial services.
Healthcare and Life Sciences
Advance research at scale and empower healthcare innovation.
Media and Entertainment
Solutions for content production and distribution operations.
Telecommunications
Hybrid and multi-cloud services to deploy and monetize 5G.
Games
AI-driven solutions to build and scale games faster.
Manufacturing
Migration and AI tools to optimize the manufacturing value chain.
Supply Chain and Logistics
Enable sustainable, efficient, and resilient data-driven operations across supply chain and logistics operations.
Government
Data storage, AI, and analytics solutions for government agencies.
Education
Teaching tools to provide more engaging learning experiences.
Not seeing what you're looking for?
See all industry solutions
Not seeing what you're looking for?
See all solutions
Application Modernization
Assess, plan, implement, and measure software practices and capabilities to modernize and simplify your organization’s business application portfolios.
CAMP
Program that uses DORA to improve your software delivery capabilities.
Modernize Traditional Applications
Analyze, categorize, and get started with cloud migration on traditional workloads.
Migrate from PaaS: Cloud Foundry, Openshift
Tools for moving your existing containers into Google's managed container services.
Migrate from Mainframe
Automated tools and prescriptive guidance for moving your mainframe apps to the cloud.
Modernize Software Delivery
Software supply chain best practices - innerloop productivity, CI/CD and S3C.
DevOps Best Practices
Processes and resources for implementing DevOps in your org.
SRE Principles
Tools and resources for adopting SRE in your org.
Day 2 Operations for GKE
Tools and guidance for effective GKE management and monitoring.
FinOps and Optimization of GKE
Best practices for running reliable, performant, and cost effective applications on GKE.
Run Applications at the Edge
Guidance for localized and low latency apps on Google’s hardware agnostic edge solution.
Architect for Multicloud
Manage workloads across multiple clouds with a consistent platform.
Go Serverless
Fully managed environment for developing, deploying and scaling apps.
Artificial Intelligence
Add intelligence and efficiency to your business with AI and machine learning.
Contact Center AI
AI model for speaking with customers and assisting human agents.
Document AI
Document processing and data capture automated at scale.
Product Discovery
Google-quality search and product recommendations for retailers.
APIs and Applications
Speed up the pace of innovation without coding, using APIs, apps, and automation.
New Business Channels Using APIs
Attract and empower an ecosystem of developers and partners.
Unlocking Legacy Applications Using APIs
Cloud services for extending and modernizing legacy apps.
Open Banking APIx
Simplify and accelerate secure delivery of open banking compliant APIs.
Databases
Migrate and manage enterprise data with security, reliability, high availability, and fully managed data services.
Database Migration
Guides and tools to simplify your database migration life cycle.
Database Modernization
Upgrades to modernize your operational database infrastructure.
Databases for Games
Build global, live games with Google Cloud databases.
Google Cloud Databases
Database services to migrate, manage, and modernize data.
Migrate Oracle workloads to Google Cloud
Rehost, replatform, rewrite your Oracle workloads.
Open Source Databases
Fully managed open source databases with enterprise-grade support.
SQL Server on Google Cloud
Options for running SQL Server virtual machines on Google Cloud.
Data Cloud
Unify data across your organization with an open and simplified approach to data-driven transformation that is unmatched for speed, scale, and security with AI built-in.
Databases Solutions
Migrate and manage enterprise data with security, reliability, high availability, and fully managed data services.
Smart Analytics Solutions
Generate instant insights from data at any scale with a serverless, fully managed analytics platform that significantly simplifies analytics.
AI Solutions
Add intelligence and efficiency to your business with AI and machine learning.
Data Cloud for ISVs
Innovate, optimize and amplify your SaaS applications using Google's data and machine learning solutions such as BigQuery, Looker, Spanner and Vertex AI.
Data Cloud Alliance
An initiative to ensure that global businesses have more seamless access and insights into the data required for digital transformation.
Digital Transformation
Accelerate business recovery and ensure a better future with solutions that enable hybrid and multi-cloud, generate intelligent insights, and keep your workers connected.
Digital Innovation
Reimagine your operations and unlock new opportunities.
Operational Efficiency
Prioritize investments and optimize costs.
COVID-19 Solutions
Get work done more safely and securely.
COVID-19 Solutions for the Healthcare Industry
How Google is helping healthcare meet extraordinary challenges.
Infrastructure Modernization
Migrate quickly with solutions for SAP, VMware, Windows, Oracle, and other workloads.
Application Migration
Discovery and analysis tools for moving to the cloud.
SAP on Google Cloud
Certifications for running SAP applications and SAP HANA.
High Performance Computing
Compute, storage, and networking options to support any workload.
Windows on Google Cloud
Tools and partners for running Windows workloads.
Data Center Migration
Migration solutions for VMs, apps, databases, and more.
Active Assist
Automatic cloud resource optimization and increased security.
Virtual Desktops
Remote work solutions for desktops and applications (VDI & DaaS).
Rapid Assessment & Migration Program (RAMP)
End-to-end migration program to simplify your path to the cloud.
Backup and Disaster Recovery
Ensure your business continuity needs are met.
Productivity and Collaboration
Change the way teams work with solutions designed for humans and built for impact.
Google Workspace
Collaboration and productivity tools for enterprises.
Google Workspace Essentials
Secure video meetings and modern collaboration for teams.
Cloud Identity
Unified platform for IT admins to manage user devices and apps.
Chrome Enterprise
ChromeOS, Chrome Browser, and Chrome devices built for business.
Cloud Search
Enterprise search for employees to quickly find company information.
Security
Detect, investigate, and respond to online threats to help protect your business.
Security Analytics and Operations
Solution for analyzing petabytes of security telemetry.
Web App and API Protection
Threat and fraud protection for your web applications and APIs.
Security and Resilience Framework
Solutions for each phase of the security and resilience life cycle.
Risk and compliance as code (RCaC)
Solution to modernize your governance, risk, and compliance function with automation.
Software Supply Chain Security
Solution for improving end-to-end software supply chain security.
Security Foundation
Recommended products to help achieve a strong security posture.
Smart Analytics
Generate instant insights from data at any scale with a serverless, fully managed analytics platform that significantly simplifies analytics.
Data Warehouse Modernization
Data warehouse to jumpstart your migration and unlock insights.
Data Lake Modernization
Services for building and modernizing your data lake.
Spark on Google Cloud
Run and write Spark where you need it, serverless and integrated.
Stream Analytics
Insights from ingesting, processing, and analyzing event streams.
Business Intelligence
Solutions for modernizing your BI stack and creating rich data experiences.
Data Science
Put your data to work with Data Science on Google Cloud.
Marketing Analytics
Solutions for collecting, analyzing, and activating customer data.
Geospatial Analytics and AI
Solutions for building a more prosperous and sustainable business.
Datasets
Data from Google, public, and commercial providers to enrich your analytics and AI initiatives.
Startups and SMB
Accelerate startup and SMB growth with tailored solutions and programs.
Startup Solutions
Grow your startup and solve your toughest challenges using Google’s proven technology.
Startup Program
Get financial, business, and technical support to take your startup to the next level.
Small and Medium Business
Explore solutions for web hosting, app development, AI, and analytics.
Software as a Service
Build better SaaS products, scale efficiently, and grow your business.
Products
close
Featured Products
Compute Engine
Virtual machines running in Google’s data center.
Cloud Storage
Object storage that’s secure, durable, and scalable.
Cloud SDK
Command-line tools and libraries for Google Cloud.
Cloud SQL
Relational database service for MySQL, PostgreSQL and SQL Server.
Google Kubernetes Engine
Managed environment for running containerized apps.
BigQuery
Data warehouse for business agility and insights.
Cloud CDN
Content delivery network for delivering web and video.
Dataflow
Streaming analytics for stream and batch processing.
Operations
Monitoring, logging, and application performance suite.
Cloud Run
Fully managed environment for running containerized apps.
Anthos
Platform for modernizing existing apps and building new ones.
Not seeing what you're looking for?
See all products (100+)
AI and Machine Learning
Vertex AI
Unified platform for training, running, and managing ML models.
Vertex AI Workbench
Single interface for the entire Data Science workflow.
AI Infrastructure
Options for training deep learning and ML models cost-effectively.
AutoML
Custom machine learning model development, with minimal effort.
Natural Language AI
Sentiment analysis and classification of unstructured text.
Speech-to-Text
Speech recognition and transcription across 125 languages.
Text-to-Speech
Speech synthesis in 220+ voices and 40+ languages.
Translation AI
Language detection, translation, and glossary support.
Video AI
Video classification and recognition using machine learning.
Vision AI
Custom and pre-trained models to detect emotion, text, and more.
Dialogflow
Lifelike conversational AI with state-of-the-art virtual agents.
Not seeing what you're looking for?
See all AI and machine learning products
API Management
Apigee API Management
Manage the full life cycle of APIs anywhere with visibility and control.
Apigee Integration
API-first integration to connect existing data and applications.
Cloud Healthcare API
Solution to bridge existing care systems and apps on Google Cloud.
AppSheet
No-code development platform to build and extend applications.
API Gateway
Develop, deploy, secure, and manage APIs with a fully managed gateway.
Compute
Compute Engine
Virtual machines running in Google’s data center.
App Engine
Serverless application platform for apps and back ends.
Cloud GPUs
GPUs for ML, scientific computing, and 3D visualization.
Migrate to Virtual Machines
Server and virtual machine migration to Compute Engine.
Spot VMs
Compute instances for batch jobs and fault-tolerant workloads.
Batch
Fully managed service for scheduling batch jobs.
Sole-Tenant Nodes
Dedicated hardware for compliance, licensing, and management.
Bare Metal
Infrastructure to run specialized workloads on Google Cloud.
Recommender
Usage recommendations for Google Cloud products and services.
VMware Engine
Fully managed, native VMware Cloud Foundation software stack.
Cloud Run
Fully managed environment for running containerized apps.
Not seeing what you're looking for?
See all compute products
Containers
Google Kubernetes Engine
Managed environment for running containerized apps.
Container Registry
Registry for storing, managing, and securing Docker images.
Container Security
Container environment security for each stage of the life cycle.
Cloud Build
Solution for running build steps in a Docker container.
Deep Learning Containers
Containers with data science frameworks, libraries, and tools.
Kubernetes Applications
Containerized apps with prebuilt deployment and unified billing.
Artifact Registry
Package manager for build artifacts and dependencies.
Knative
Components to create Kubernetes-native cloud-based software.
Cloud Run
Fully managed environment for running containerized apps.
Cloud Code
IDE support to write, run, and debug Kubernetes applications.
Google Cloud Deploy
Fully managed continuous delivery to Google Kubernetes Engine and Cloud Run.
Data Analytics
BigQuery
Data warehouse for business agility and insights.
Looker
Platform for BI, data applications, and embedded analytics.
Dataflow
Streaming analytics for stream and batch processing.
Pub/Sub
Messaging service for event ingestion and delivery.
Dataproc
Service for running Apache Spark and Apache Hadoop clusters.
Cloud Data Fusion
Data integration for building and managing data pipelines.
Cloud Composer
Workflow orchestration service built on Apache Airflow.
Dataprep
Service to prepare data for analysis and machine learning.
Dataplex
Intelligent data fabric for unifying data management across silos.
Looker Studio
Interactive data suite for dashboarding, reporting, and analytics.
Analytics Hub
Service for securely and efficiently exchanging data analytics assets.
Not seeing what you're looking for?
See all data analytics products
Databases
AlloyDB for PostgreSQL
Fully managed, PostgreSQL-compatible database for demanding enterprise workloads.
Cloud Bigtable
Cloud-native wide-column database for large scale, low-latency workloads.
Firestore
Cloud-native document database for building rich mobile, web, and IoT apps.
Memorystore
In-memory database for managed Redis and Memcached.
Cloud Spanner
Cloud-native relational database with unlimited scale and 99.999% availability.
Cloud SQL
Fully managed database for MySQL, PostgreSQL, and SQL Server.
Database Migration Service
Serverless, minimal downtime migrations to the cloud.
Bare Metal Solution for Oracle
Infrastructure to run specialized Oracle workloads on Google Cloud.
Firebase Realtime Database
NoSQL database for storing and syncing data in real time.
Datastream
Serverless change data capture and replication service.
Developer Tools
Artifact Registry
Universal package manager for build artifacts and dependencies.
Cloud Code
IDE support to write, run, and debug Kubernetes applications.
Cloud Build
Continuous integration and continuous delivery platform.
Cloud Deploy
Fully managed continuous delivery to Google Kubernetes Engine and Cloud Run.
Cloud Deployment Manager
Service for creating and managing Google Cloud resources.
gcloud CLI
Command line tools and libraries for Google Cloud.
Cloud Scheduler
Cron job scheduler for task automation and management.
Cloud Source Repositories
Private Git repository to store, manage, and track code.
Cloud Tasks
Task management service for asynchronous task execution.
Cloud Workstations
Managed and secure development environments in the cloud
Tools for PowerShell
Full cloud control from Windows PowerShell.
Not seeing what you're looking for?
See all developer tools
Healthcare and Life Sciences
Apigee Healthcare APIx
FHIR API-based digital service production.
Cloud Healthcare API
Solution for bridging existing care systems and apps on Google Cloud.
Cloud Life Sciences
Tools for managing, processing, and transforming biomedical data.
Device Connect for Fitbit
Gain a 360-degree patient view with connected Fitbit data on Google Cloud.
Healthcare Natural Language AI
Real-time insights from unstructured medical text.
Medical Imaging Suite
Accelerate development of AI for medical imaging by making imaging data accessible, interoperable, and useful.
Hybrid and Multicloud
Anthos
Platform for modernizing existing apps and building new ones.
Looker
Platform for BI, data applications, and embedded analytics.
Cloud Run for Anthos
Integration that provides a serverless development platform on GKE.
Google Cloud Marketplace for Anthos
Containerized apps with prebuilt deployment and unified billing.
Migrate to Containers
Tool to move workloads and existing applications to GKE.
Operations
Monitoring, logging, and application performance suite.
Cloud Build
Service for executing builds on Google Cloud infrastructure.
Traffic Director
Traffic control pane and management for open service mesh.
Apigee API Management
API management, development, and security platform.
Google Distributed Cloud
Fully managed solutions for the edge and data centers.
Google Cloud Deploy
Fully managed continuous delivery to Google Kubernetes Engine and Cloud Run.
Internet of Things
Cloud IoT Core
IoT device management, integration, and connection service.
Edge TPU
ASIC designed to run ML inference and AI at the edge.
Management Tools
Anthos Config Management
Automate policy and security for your deployments.
Carbon Footprint
Dashboard to view and export Google Cloud carbon emissions reports.
Cloud APIs
Programmatic interfaces for Google Cloud services.
Cloud console
Web-based interface for managing and monitoring cloud apps.
Cloud Mobile App
App to manage Google Cloud services from your mobile device.
Cloud Shell
Interactive shell environment with a built-in command line.
Config Connector
Kubernetes add-on for managing Google Cloud resources.
Cost Management
Tools for monitoring, controlling, and optimizing your costs.
Intelligent Management
Tools for easily managing performance, security, and cost.
Personalized Service Health
Gain visibility into disruptive events impacting Google Cloud products.
Private Catalog
Service catalog for admins managing internal enterprise solutions.
Terraform on Google Cloud
Open source tool to provision Google Cloud resources with declarative configuration files.
Media and Gaming
Live Stream API
Service to convert live video and package for streaming.
OpenCue
Open source render manager for visual effects and animation.
Transcoder API
Convert video files and package them for optimized delivery.
Video Stitcher API
Service for dynamic or server-side ad insertion.
Migration
Application Migration
App migration to the cloud for low-cost refresh cycles.
BigQuery Data Transfer Service
Data import service for scheduling and moving data into BigQuery.
Cloud Foundation Toolkit
Reference templates for Deployment Manager and Terraform.
Database Migration Service
Serverless, minimal downtime migrations to the cloud.
Migrate to Containers
Components for migrating VMs into system containers on GKE.
Migrate to Virtual Machines
Components for migrating VMs and physical servers to Compute Engine.
Migration Center
Unified platform for migrating and modernizing with Google Cloud.
Rapid Assessment & Migration Program (RAMP)
End-to-end migration program to simplify your path to the cloud.
Transfer Appliance
Storage server for moving large volumes of data to Google Cloud.
Storage Transfer Service
Data transfers from online and on-premises sources to Cloud Storage.
VMware Engine
Migrate and run your VMware workloads natively on Google Cloud.
Networking
Cloud Armor
Security policies and defense against web and DDoS attacks.
Cloud CDN
Content delivery network for serving web and video content.
Cloud DNS
Domain name system for reliable and low-latency name lookups.
Cloud Load Balancing
Service for distributing traffic across applications and regions.
Cloud NAT
NAT service for giving private instances internet access.
Hybrid Connectivity
Connectivity options for VPN, peering, and enterprise needs.
Network Connectivity Center
Connectivity management to help simplify and scale networks.
Network Intelligence Center
Network monitoring, verification, and optimization platform.
Network Service Tiers
Cloud network options based on performance, availability, and cost.
Traffic Director
Traffic control pane and management for open service mesh.
Not seeing what you're looking for?
See all networking products
Operations
Cloud Logging
Google Cloud audit, platform, and application logs management.
Cloud Monitoring
Infrastructure and application health with rich metrics.
Error Reporting
Application error identification and analysis.
Kubernetes Engine Monitoring
GKE app development and troubleshooting.
Cloud Trace
Tracing system collecting latency data from applications.
Cloud Profiler
CPU and heap profiler for analyzing application performance.
Intelligent Operations
Tools for easily optimizing performance, security, and cost.
Security and Identity
Cloud IAM
Permissions management system for Google Cloud resources.
Assured Workloads
Compliance and security controls for sensitive workloads.
Cloud Key Management
Manage encryption keys on Google Cloud.
Confidential Computing
Encrypt data in use with Confidential VMs.
Security Command Center
Platform for defending against threats to your Google Cloud assets.
Cloud Data Loss Prevention
Sensitive data inspection, classification, and redaction platform.
Mandiant Products and Services
Cybersecurity technology and expertise from the frontlines.
Chronicle SIEM
Extract signals from your security telemetry to find threats instantly.
Chronicle Security Operations
Detect, investigate, and respond to cyber threats.
VirusTotal Enterprise
Unique visibility into threats.
reCAPTCHA Enterprise
Protect your website from fraudulent activity, spam, and abuse without friction.
Not seeing what you're looking for?
See all security and identity products
Serverless Computing
Cloud Run
Fully managed environment for running containerized apps.
Cloud Functions
Platform for creating functions that respond to cloud events.
App Engine
Serverless application platform for apps and back ends.
Workflows
Workflow orchestration for serverless products and API services.
Storage
All Storage Products
Cloud-based storage services for your business.
Cloud Storage
Object storage that’s secure, durable, and scalable.
Filestore
File storage that is highly scalable and secure.
Persistent Disk
Block storage for virtual machine instances running on Google Cloud.
Cloud Storage for Firebase
Object storage for storing and serving user-generated content.
Local SSD
Block storage that is locally attached for high-performance needs.
Storage Transfer Service
Data transfers from online and on-premises sources to Cloud Storage.
Google Workspace Essentials
Secure video meetings and modern collaboration for teams.
Google Cloud Backup and DR
Managed backup and disaster recovery for application-consistent data protection.
Parallelstore
High performance, managed parallel file service.
Google Cloud NetApp Volumes
File storage service that supports NFS, SMB, and multi-protocol environments.
Web3
Blockchain Node Engine
Fully managed node hosting for developing on the blockchain.
Pricing
close
Save money with our transparent approach to pricing
Google Cloud's pay-as-you-go pricing offers automatic savings based on monthly usage and discounted rates for prepaid resources. Contact us today to get a quote.
Request a quote
Pricing overview and tools
Google Cloud pricing
Pay only for what you use with no lock-in.
Pricing calculator
Calculate your cloud savings.
Google Cloud free tier
Explore products with free monthly usage.
Cost optimization framework
Get best practices to optimize workload costs.
Cost management tools
Tools to monitor and control your costs.
Product-specific Pricing
Compute Engine
Cloud SQL
Google Kubernetes Engine
Cloud Storage
BigQuery
See full price list with 100+ products
Resources
close
Learn & build
Google Cloud Free Program
$300 in free credits and 20+ free products.
Quickstarts
Get tutorials and walkthroughs.
Cloud computing basics
Learn more about cloud computing topics.
Blog
Read our latest product news and stories.
Learning Hub
Grow your career with role-based learning.
Training
Enroll in on-demand or classroom training.
Certification
Prepare and register for certifications.
Cloud Architecture Center
Get reference architectures and best practices.
Connect
Innovators
Join Google Cloud's developer program.
Developer Center
Stay in the know and stay connected.
Events and webinars
Browse upcoming and on demand events.
Google Cloud Community
Ask questions, find answers, and connect.
Third-party tools and partners
Google Cloud Marketplace
Deploy ready-to-go solutions in a few clicks.
Google Cloud partners
Explore benefits of working with a partner.
Become a partner
Join the Partner Advantage program.
Docs
Support
Docs
Support
English
Deutsch
Español – América Latina
Français
Português – Brasil
中文 – 简体
日本語
한국어
Sign in
Python
Overview
Guides
Reference
Samples
Contact Us
Start free
Overview
More
Solutions
More
Products
More
Pricing
More
Resources
More
Docs
Overview
Guides
Reference
Samples
Support
Console
Contact Us
Start free
Overview
Library reference docs
BigQuery DataFrames
google-cloud-access-approval
google-cloud-advisorynotifications
google-cloud-aiplatform
Overview
Changelog
Multiprocessing
Aiplatform
Types for Google Cloud Aiplatform V1 Schema Trainingjob Definition v1 API
Types for Google Cloud Aiplatform V1beta1 Schema Trainingjob Definition v1beta1 API
Types for Google Cloud Aiplatform V1 Schema Predict Instance v1 API
Types for Google Cloud Aiplatform V1beta1 Schema Predict Instance v1beta1 API
Types for Google Cloud Aiplatform V1 Schema Predict Params v1 API
Types for Google Cloud Aiplatform V1beta1 Schema Predict Params v1beta1 API
Types for Google Cloud Aiplatform V1 Schema Predict Prediction v1 API
Types for Google Cloud Aiplatform V1beta1 Schema Predict Prediction v1beta1 API
Google Cloud Aiplatform SDK
aiplatform
Overview
prediction
Overview
DefaultSerializer
Handler
LocalEndpoint
LocalModel
PredictionHandler
Predictor
Serializer
Artifact
AutoMLForecastingTrainingJob
AutoMLImageTrainingJob
AutoMLTabularTrainingJob
AutoMLTextTrainingJob
AutoMLVideoTrainingJob
BatchPredictionJob
CustomContainerTrainingJob
CustomJob
CustomPythonPackageTrainingJob
CustomTrainingJob
Endpoint
EntityType
Execution
Experiment
ExperimentRun
Feature
Featurestore
HyperparameterTuningJob
ImageDataset
MatchingEngineIndex
MatchingEngineIndexEndpoint
Model
ModelDeploymentMonitoringJob
ModelEvaluation
PipelineJob
PipelineJobSchedule
PrivateEndpoint
SequenceToSequencePlusForecastingTrainingJob
TabularDataset
TemporalFusionTransformerForecastingTrainingJob
Tensorboard
TensorboardExperiment
TensorboardRun
TensorboardTimeSeries
TextDataset
TimeSeriesDataset
TimeSeriesDenseEncoderForecastingTrainingJob
VideoDataset
instance_v1.types
Overview
ImageClassificationPredictionInstance
ImageObjectDetectionPredictionInstance
ImageSegmentationPredictionInstance
TextClassificationPredictionInstance
TextExtractionPredictionInstance
TextSentimentPredictionInstance
VideoActionRecognitionPredictionInstance
VideoClassificationPredictionInstance
VideoObjectTrackingPredictionInstance
params_v1.types
Overview
ImageClassificationPredictionParams
ImageObjectDetectionPredictionParams
ImageSegmentationPredictionParams
VideoActionRecognitionPredictionParams
VideoClassificationPredictionParams
VideoObjectTrackingPredictionParams
prediction_v1.types
Overview
ClassificationPredictionResult
ImageObjectDetectionPredictionResult
ImageSegmentationPredictionResult
TabularClassificationPredictionResult
TabularRegressionPredictionResult
TextExtractionPredictionResult
TextSentimentPredictionResult
VideoActionRecognitionPredictionResult
VideoClassificationPredictionResult
VideoObjectTrackingPredictionResult
Overview
Frame
definition_v1.types
Overview
AutoMlImageClassification
AutoMlImageClassificationInputs
Overview
ModelType
AutoMlImageClassificationMetadata
Overview
SuccessfulStopReason
AutoMlImageObjectDetection
AutoMlImageObjectDetectionInputs
Overview
ModelType
AutoMlImageObjectDetectionMetadata
Overview
SuccessfulStopReason
AutoMlImageSegmentation
AutoMlImageSegmentationInputs
Overview
ModelType
AutoMlImageSegmentationMetadata
Overview
SuccessfulStopReason
AutoMlTables
AutoMlTablesInputs
Overview
Transformation
Overview
AutoTransformation
CategoricalArrayTransformation
CategoricalTransformation
NumericArrayTransformation
NumericTransformation
TextArrayTransformation
TextTransformation
TimestampTransformation
AutoMlTablesMetadata
AutoMlTextClassification
AutoMlTextClassificationInputs
AutoMlTextExtraction
AutoMlTextExtractionInputs
AutoMlTextSentiment
AutoMlTextSentimentInputs
AutoMlVideoActionRecognition
AutoMlVideoActionRecognitionInputs
Overview
ModelType
AutoMlVideoClassification
AutoMlVideoClassificationInputs
Overview
ModelType
AutoMlVideoObjectTracking
AutoMlVideoObjectTrackingInputs
Overview
ModelType
ExportEvaluatedDataItemsConfig
instance_v1beta1.types
Overview
ImageClassificationPredictionInstance
ImageObjectDetectionPredictionInstance
ImageSegmentationPredictionInstance
TextClassificationPredictionInstance
TextExtractionPredictionInstance
TextSentimentPredictionInstance
VideoActionRecognitionPredictionInstance
VideoClassificationPredictionInstance
VideoObjectTrackingPredictionInstance
params_v1beta1.types
Overview
ImageClassificationPredictionParams
ImageObjectDetectionPredictionParams
ImageSegmentationPredictionParams
VideoActionRecognitionPredictionParams
VideoClassificationPredictionParams
VideoObjectTrackingPredictionParams
prediction_v1beta1.types
Overview
ClassificationPredictionResult
ImageObjectDetectionPredictionResult
ImageSegmentationPredictionResult
TabularClassificationPredictionResult
TabularRegressionPredictionResult
TextExtractionPredictionResult
TextSentimentPredictionResult
TimeSeriesForecastingPredictionResult
VideoActionRecognitionPredictionResult
VideoClassificationPredictionResult
VideoObjectTrackingPredictionResult
Overview
Frame
definition_v1beta1.types
Overview
AutoMlForecasting
AutoMlForecastingInputs
Overview
Granularity
Transformation
Overview
AutoTransformation
CategoricalTransformation
NumericTransformation
TextTransformation
TimestampTransformation
AutoMlForecastingMetadata
AutoMlImageClassification
AutoMlImageClassificationInputs
Overview
ModelType
AutoMlImageClassificationMetadata
Overview
SuccessfulStopReason
AutoMlImageObjectDetection
AutoMlImageObjectDetectionInputs
Overview
ModelType
AutoMlImageObjectDetectionMetadata
Overview
SuccessfulStopReason
AutoMlImageSegmentation
AutoMlImageSegmentationInputs
Overview
ModelType
AutoMlImageSegmentationMetadata
Overview
SuccessfulStopReason
AutoMlTables
AutoMlTablesInputs
Overview
Transformation
Overview
AutoTransformation
CategoricalArrayTransformation
CategoricalTransformation
NumericArrayTransformation
NumericTransformation
TextArrayTransformation
TextTransformation
TimestampTransformation
AutoMlTablesMetadata
AutoMlTextClassification
AutoMlTextClassificationInputs
AutoMlTextExtraction
AutoMlTextExtractionInputs
AutoMlTextSentiment
AutoMlTextSentimentInputs
AutoMlVideoActionRecognition
AutoMlVideoActionRecognitionInputs
Overview
ModelType
AutoMlVideoClassification
AutoMlVideoClassificationInputs
Overview
ModelType
AutoMlVideoObjectTracking
AutoMlVideoObjectTrackingInputs
Overview
ModelType
ExportEvaluatedDataItemsConfig
ExperimentModel
Aiplatform V1
dataset_service
Overview
pagers
Overview
ListAnnotationsAsyncPager
ListAnnotationsPager
ListDataItemsAsyncPager
ListDataItemsPager
ListDatasetsAsyncPager
ListDatasetsPager
ListSavedQueriesAsyncPager
ListSavedQueriesPager
SearchDataItemsAsyncPager
SearchDataItemsPager
DatasetServiceAsyncClient
DatasetServiceClient
endpoint_service
Overview
pagers
Overview
ListEndpointsAsyncPager
ListEndpointsPager
EndpointServiceAsyncClient
EndpointServiceClient
featurestore_online_serving_service
Overview
FeaturestoreOnlineServingServiceAsyncClient
FeaturestoreOnlineServingServiceClient
featurestore_service
Overview
pagers
Overview
ListEntityTypesAsyncPager
ListEntityTypesPager
ListFeaturesAsyncPager
ListFeaturesPager
ListFeaturestoresAsyncPager
ListFeaturestoresPager
SearchFeaturesAsyncPager
SearchFeaturesPager
FeaturestoreServiceAsyncClient
FeaturestoreServiceClient
index_endpoint_service
Overview
pagers
Overview
ListIndexEndpointsAsyncPager
ListIndexEndpointsPager
IndexEndpointServiceAsyncClient
IndexEndpointServiceClient
index_service
Overview
pagers
Overview
ListIndexesAsyncPager
ListIndexesPager
IndexServiceAsyncClient
IndexServiceClient
job_service
Overview
pagers
Overview
ListBatchPredictionJobsAsyncPager
ListBatchPredictionJobsPager
ListCustomJobsAsyncPager
ListCustomJobsPager
ListDataLabelingJobsAsyncPager
ListDataLabelingJobsPager
ListHyperparameterTuningJobsAsyncPager
ListHyperparameterTuningJobsPager
ListModelDeploymentMonitoringJobsAsyncPager
ListModelDeploymentMonitoringJobsPager
ListNasJobsAsyncPager
ListNasJobsPager
ListNasTrialDetailsAsyncPager
ListNasTrialDetailsPager
SearchModelDeploymentMonitoringStatsAnomaliesAsyncPager
SearchModelDeploymentMonitoringStatsAnomaliesPager
JobServiceAsyncClient
JobServiceClient
match_service
Overview
MatchServiceAsyncClient
MatchServiceClient
metadata_service
Overview
pagers
Overview
ListArtifactsAsyncPager
ListArtifactsPager
ListContextsAsyncPager
ListContextsPager
ListExecutionsAsyncPager
ListExecutionsPager
ListMetadataSchemasAsyncPager
ListMetadataSchemasPager
ListMetadataStoresAsyncPager
ListMetadataStoresPager
MetadataServiceAsyncClient
MetadataServiceClient
migration_service
Overview
pagers
Overview
SearchMigratableResourcesAsyncPager
SearchMigratableResourcesPager
MigrationServiceAsyncClient
MigrationServiceClient
model_garden_service
Overview
ModelGardenServiceAsyncClient
ModelGardenServiceClient
model_service
Overview
pagers
Overview
ListModelEvaluationSlicesAsyncPager
ListModelEvaluationSlicesPager
ListModelEvaluationsAsyncPager
ListModelEvaluationsPager
ListModelVersionsAsyncPager
ListModelVersionsPager
ListModelsAsyncPager
ListModelsPager
ModelServiceAsyncClient
ModelServiceClient
pipeline_service
Overview
pagers
Overview
ListPipelineJobsAsyncPager
ListPipelineJobsPager
ListTrainingPipelinesAsyncPager
ListTrainingPipelinesPager
PipelineServiceAsyncClient
PipelineServiceClient
prediction_service
Overview
PredictionServiceAsyncClient
PredictionServiceClient
schedule_service
Overview
pagers
Overview
ListSchedulesAsyncPager
ListSchedulesPager
ScheduleServiceAsyncClient
ScheduleServiceClient
specialist_pool_service
Overview
pagers
Overview
ListSpecialistPoolsAsyncPager
ListSpecialistPoolsPager
SpecialistPoolServiceAsyncClient
SpecialistPoolServiceClient
tensorboard_service
Overview
pagers
Overview
ExportTensorboardTimeSeriesDataAsyncPager
ExportTensorboardTimeSeriesDataPager
ListTensorboardExperimentsAsyncPager
ListTensorboardExperimentsPager
ListTensorboardRunsAsyncPager
ListTensorboardRunsPager
ListTensorboardTimeSeriesAsyncPager
ListTensorboardTimeSeriesPager
ListTensorboardsAsyncPager
ListTensorboardsPager
TensorboardServiceAsyncClient
TensorboardServiceClient
vizier_service
Overview
pagers
Overview
ListStudiesAsyncPager
ListStudiesPager
ListTrialsAsyncPager
ListTrialsPager
VizierServiceAsyncClient
VizierServiceClient
types
Overview
ActiveLearningConfig
AddContextArtifactsAndExecutionsRequest
AddContextArtifactsAndExecutionsResponse
AddContextChildrenRequest
AddContextChildrenResponse
AddExecutionEventsRequest
AddExecutionEventsResponse
AddTrialMeasurementRequest
Annotation
Overview
LabelsEntry
AnnotationSpec
Artifact
Overview
LabelsEntry
State
Attribution
AutomaticResources
AutoscalingMetricSpec
AvroSource
BatchCreateFeaturesOperationMetadata
BatchCreateFeaturesRequest
BatchCreateFeaturesResponse
BatchCreateTensorboardRunsRequest
BatchCreateTensorboardRunsResponse
BatchCreateTensorboardTimeSeriesRequest
BatchCreateTensorboardTimeSeriesResponse
BatchDedicatedResources
BatchImportEvaluatedAnnotationsRequest
BatchImportEvaluatedAnnotationsResponse
BatchImportModelEvaluationSlicesRequest
BatchImportModelEvaluationSlicesResponse
BatchMigrateResourcesOperationMetadata
Overview
PartialResult
BatchMigrateResourcesRequest
BatchMigrateResourcesResponse
BatchPredictionJob
Overview
InputConfig
InstanceConfig
LabelsEntry
OutputConfig
OutputInfo
BatchReadFeatureValuesOperationMetadata
BatchReadFeatureValuesRequest
Overview
EntityTypeSpec
PassThroughField
BatchReadFeatureValuesResponse
BatchReadTensorboardTimeSeriesDataRequest
BatchReadTensorboardTimeSeriesDataResponse
BigQueryDestination
BigQuerySource
BlurBaselineConfig
BoolArray
CancelBatchPredictionJobRequest
CancelCustomJobRequest
CancelDataLabelingJobRequest
CancelHyperparameterTuningJobRequest
CancelNasJobRequest
CancelPipelineJobRequest
CancelTrainingPipelineRequest
CheckTrialEarlyStoppingStateMetatdata
CheckTrialEarlyStoppingStateRequest
CheckTrialEarlyStoppingStateResponse
CompleteTrialRequest
CompletionStats
ContainerRegistryDestination
ContainerSpec
Context
Overview
LabelsEntry
CopyModelOperationMetadata
CopyModelRequest
CopyModelResponse
CreateArtifactRequest
CreateBatchPredictionJobRequest
CreateContextRequest
CreateCustomJobRequest
CreateDataLabelingJobRequest
CreateDatasetOperationMetadata
CreateDatasetRequest
CreateDatasetVersionOperationMetadata
CreateEndpointOperationMetadata
CreateEndpointRequest
CreateEntityTypeOperationMetadata
CreateEntityTypeRequest
CreateExecutionRequest
CreateFeatureOperationMetadata
CreateFeatureRequest
CreateFeaturestoreOperationMetadata
CreateFeaturestoreRequest
CreateHyperparameterTuningJobRequest
CreateIndexEndpointOperationMetadata
CreateIndexEndpointRequest
CreateIndexOperationMetadata
CreateIndexRequest
CreateMetadataSchemaRequest
CreateMetadataStoreOperationMetadata
CreateMetadataStoreRequest
CreateModelDeploymentMonitoringJobRequest
CreateNasJobRequest
CreatePipelineJobRequest
CreateScheduleRequest
CreateSpecialistPoolOperationMetadata
CreateSpecialistPoolRequest
CreateStudyRequest
CreateTensorboardExperimentRequest
CreateTensorboardOperationMetadata
CreateTensorboardRequest
CreateTensorboardRunRequest
CreateTensorboardTimeSeriesRequest
CreateTrainingPipelineRequest
CreateTrialRequest
CsvDestination
CsvSource
CustomJob
Overview
LabelsEntry
WebAccessUrisEntry
CustomJobSpec
DataItem
Overview
LabelsEntry
DataItemView
DataLabelingJob
Overview
AnnotationLabelsEntry
LabelsEntry
Dataset
Overview
LabelsEntry
DedicatedResources
DeleteArtifactRequest
DeleteBatchPredictionJobRequest
DeleteContextRequest
DeleteCustomJobRequest
DeleteDataLabelingJobRequest
DeleteDatasetRequest
DeleteEndpointRequest
DeleteEntityTypeRequest
DeleteExecutionRequest
DeleteFeatureRequest
DeleteFeatureValuesOperationMetadata
DeleteFeatureValuesRequest
Overview
SelectEntity
SelectTimeRangeAndFeature
DeleteFeatureValuesResponse
Overview
SelectEntity
SelectTimeRangeAndFeature
DeleteFeaturestoreRequest
DeleteHyperparameterTuningJobRequest
DeleteIndexEndpointRequest
DeleteIndexRequest
DeleteMetadataStoreOperationMetadata
DeleteMetadataStoreRequest
DeleteModelDeploymentMonitoringJobRequest
DeleteModelRequest
DeleteModelVersionRequest
DeleteNasJobRequest
DeleteOperationMetadata
DeletePipelineJobRequest
DeleteSavedQueryRequest
DeleteScheduleRequest
DeleteSpecialistPoolRequest
DeleteStudyRequest
DeleteTensorboardExperimentRequest
DeleteTensorboardRequest
DeleteTensorboardRunRequest
DeleteTensorboardTimeSeriesRequest
DeleteTrainingPipelineRequest
DeleteTrialRequest
DeployIndexOperationMetadata
DeployIndexRequest
DeployIndexResponse
DeployModelOperationMetadata
DeployModelRequest
Overview
TrafficSplitEntry
DeployModelResponse
DeployedIndex
DeployedIndexAuthConfig
Overview
AuthProvider
DeployedIndexRef
DeployedModel
DeployedModelRef
DestinationFeatureSetting
DiskSpec
DoubleArray
EncryptionSpec
Endpoint
Overview
LabelsEntry
TrafficSplitEntry
EntityIdSelector
EntityType
Overview
LabelsEntry
EnvVar
ErrorAnalysisAnnotation
Overview
AttributedItem
QueryType
EvaluatedAnnotation
Overview
EvaluatedAnnotationType
EvaluatedAnnotationExplanation
Event
Overview
LabelsEntry
Type
Examples
Overview
ExampleGcsSource
Overview
DataFormat
ExamplesOverride
Overview
DataFormat
ExamplesRestrictionsNamespace
Execution
Overview
LabelsEntry
State
ExplainRequest
ExplainResponse
Explanation
ExplanationMetadata
Overview
InputMetadata
Overview
Encoding
FeatureValueDomain
Visualization
Overview
ColorMap
OverlayType
Polarity
Type
InputsEntry
OutputMetadata
OutputsEntry
ExplanationMetadataOverride
Overview
InputMetadataOverride
InputsEntry
ExplanationParameters
ExplanationSpec
ExplanationSpecOverride
ExportDataConfig
ExportDataOperationMetadata
ExportDataRequest
ExportDataResponse
ExportFeatureValuesOperationMetadata
ExportFeatureValuesRequest
Overview
FullExport
SnapshotExport
ExportFeatureValuesResponse
ExportFractionSplit
ExportModelOperationMetadata
Overview
OutputInfo
ExportModelRequest
Overview
OutputConfig
ExportModelResponse
ExportTensorboardTimeSeriesDataRequest
ExportTensorboardTimeSeriesDataResponse
Feature
Overview
LabelsEntry
MonitoringStatsAnomaly
Overview
Objective
ValueType
FeatureNoiseSigma
Overview
NoiseSigmaForFeature
FeatureSelector
FeatureStatsAnomaly
FeatureValue
Overview
Metadata
FeatureValueDestination
FeatureValueList
Featurestore
Overview
LabelsEntry
OnlineServingConfig
Overview
Scaling
State
FeaturestoreMonitoringConfig
Overview
ImportFeaturesAnalysis
Overview
Baseline
State
SnapshotAnalysis
ThresholdConfig
FilterSplit
FindNeighborsRequest
Overview
Query
FindNeighborsResponse
Overview
NearestNeighbors
Neighbor
FractionSplit
GcsDestination
GcsSource
GenericOperationMetadata
GetAnnotationSpecRequest
GetArtifactRequest
GetBatchPredictionJobRequest
GetContextRequest
GetCustomJobRequest
GetDataLabelingJobRequest
GetDatasetRequest
GetEndpointRequest
GetEntityTypeRequest
GetExecutionRequest
GetFeatureRequest
GetFeaturestoreRequest
GetHyperparameterTuningJobRequest
GetIndexEndpointRequest
GetIndexRequest
GetMetadataSchemaRequest
GetMetadataStoreRequest
GetModelDeploymentMonitoringJobRequest
GetModelEvaluationRequest
GetModelEvaluationSliceRequest
GetModelRequest
GetNasJobRequest
GetNasTrialDetailRequest
GetPipelineJobRequest
GetPublisherModelRequest
GetScheduleRequest
GetSpecialistPoolRequest
GetStudyRequest
GetTensorboardExperimentRequest
GetTensorboardRequest
GetTensorboardRunRequest
GetTensorboardTimeSeriesRequest
GetTrainingPipelineRequest
GetTrialRequest
HyperparameterTuningJob
Overview
LabelsEntry
IdMatcher
ImportDataConfig
Overview
AnnotationLabelsEntry
DataItemLabelsEntry
ImportDataOperationMetadata
ImportDataRequest
ImportDataResponse
ImportFeatureValuesOperationMetadata
ImportFeatureValuesRequest
Overview
FeatureSpec
ImportFeatureValuesResponse
ImportModelEvaluationRequest
Index
Overview
IndexUpdateMethod
LabelsEntry
IndexDatapoint
Overview
CrowdingTag
Restriction
IndexEndpoint
Overview
LabelsEntry
IndexPrivateEndpoints
IndexStats
InputDataConfig
Int64Array
IntegratedGradientsAttribution
LargeModelReference
LineageSubgraph
ListAnnotationsRequest
ListAnnotationsResponse
ListArtifactsRequest
ListArtifactsResponse
ListBatchPredictionJobsRequest
ListBatchPredictionJobsResponse
ListContextsRequest
ListContextsResponse
ListCustomJobsRequest
ListCustomJobsResponse
ListDataItemsRequest
ListDataItemsResponse
ListDataLabelingJobsRequest
ListDataLabelingJobsResponse
ListDatasetsRequest
ListDatasetsResponse
ListEndpointsRequest
ListEndpointsResponse
ListEntityTypesRequest
ListEntityTypesResponse
ListExecutionsRequest
ListExecutionsResponse
ListFeaturesRequest
ListFeaturesResponse
ListFeaturestoresRequest
<