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What is BigQuery?

BigQuery is a fully managed enterprise data warehouse that helps you manage and analyze your data with built-in features like machine learning, geospatial analysis, and business intelligence.

It is a serverless and cost-effective data warehouse that works across clouds and scales with your data. You can use built-in ML/AI and BI for insights at scale.

评估示例 | Vertex AI 上的生成式AI

vertex-aigenerative-aidocsmodelsevaluation-examples

使用基准指标评估和选择LLM 模型. 使用快速评估SDK 根据基准数据集和任务为Gemini Pro 和Text Bison 模型打分。如需查看端到 ...

快速评估API | Vertex AI 上的生成式AI

vertex-aigenerative-aidocsmodel-referenceevaluation

快速评估服务使用户能够跨多个指标逐点和成对评估其LLM 模型。用户提供推理时间输入、LLM 回答和其他参数，而该服务会返回特定于评估任务的指标。指标包括基于模型的 ...

使用调优和评估提高LLM 性能 | BigQuery

bigquerydocstune-evaluate

然后，本文档还会介绍如何使用监督式调优来借助新的训练数据对模型进行调优，随后是使用 ML.EVALUATE 函数评估函数。这可以帮助您应对需要自定义托管Vertex AI 模型的 ...

开始持续评估之前的准备工作 | AI Platform Prediction | Google Cloud

ai-platformpredictiondocscontinuous-evaluationbefore-you-begin

您必须先完成以下两项操作，才能使用持续评估功能：. 训练一个模型版本并将其部署到AI Platform Prediction 以进行评估; 启用持续评估所需的Google Cloud API ...

评估模型 | Anti Money Laundering AI | Google Cloud

financial-servicesanti-money-launderingdocsevaluate-model

回测结果可为您提供指定时间范围内模型性能的摘要。这可用于衡量模型在训练中所用时间范围内的性能，也可衡量一段时间内的性能是否下降。

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Simplify and accelerate secure delivery of open banking compliant APIs.

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Tools and partners for running Windows workloads.

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Migration solutions for VMs, apps, databases, and more.

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Remote work solutions for desktops and applications (VDI & DaaS).

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End-to-end migration program to simplify your path to the cloud.

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Google and Red Hat provide an enterprise-grade platform for traditional on-prem and custom applications.

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Collaboration and productivity tools for enterprises.

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Unified platform for IT admins to manage user devices and apps.

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ChromeOS, Chrome Browser, and Chrome devices built for business.

Cloud Search
Enterprise search for employees to quickly find company information.

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Detect, investigate, and respond to online threats to help protect your business.

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Solution for analyzing petabytes of security telemetry.

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Threat and fraud protection for your web applications and APIs.

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Risk and compliance as code (RCaC)
Solution to modernize your governance, risk, and compliance function with automation.

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Solution for improving end-to-end software supply chain security.

Security Foundation
Recommended products to help achieve a strong security posture.

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Data warehouse to jumpstart your migration and unlock insights.

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Services for building and modernizing your data lake.

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Run and write Spark where you need it, serverless and integrated.

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Insights from ingesting, processing, and analyzing event streams.

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Put your data to work with Data Science on Google Cloud.

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Compute Engine
Virtual machines running in Google’s data center.

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Object storage that’s secure, durable, and scalable.

BigQuery
Data warehouse for business agility and insights.

Cloud Run
Fully managed environment for running containerized apps.

Google Kubernetes Engine
Managed environment for running containerized apps.

Vertex AI
Unified platform for ML models and generative AI.

Looker
Platform for BI, data applications, and embedded analytics.

Apigee API Management
Manage the full life cycle of APIs anywhere with visibility and control.

Cloud SQL
Relational database services for MySQL, PostgreSQL and SQL Server.

Cloud SDK
Command-line tools and libraries for Google Cloud.

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Content delivery network for delivering web and video.

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Vertex AI Platform
Unified platform for ML models and generative AI.

Vertex AI Studio
Build, tune, and deploy foundation models on Vertex AI.

Vertex AI Search and Conversation
Generative AI apps for search and conversational AI.

Dialogflow
Lifelike conversational AI with state-of-the-art virtual agents.

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.

Document AI
Document processing and data capture automated at scale.

Vision AI
Custom and pre-trained models to detect emotion, text, and more.

Contact Center AI
AI model for speaking with customers and assisting human agents.

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Business Intelligence

Looker
Platform for BI, data applications, and embedded analytics.

Looker Studio
Interactive data suite for dashboarding, reporting, and analytics.

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.

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Google Kubernetes Engine
Managed environment for running containerized apps.

Cloud Run
Fully managed environment for running containerized apps.

Cloud Build
Solution for running build steps in a Docker container.

Artifact Registry
Package manager for build artifacts and dependencies.

Cloud Code
IDE support to write, run, and debug Kubernetes applications.

Cloud Deploy
Fully managed continuous delivery to GKE and Cloud Run.

Migrate to Containers
Components for migrating VMs into system containers on GKE.

Deep Learning Containers
Containers with data science frameworks, libraries, and tools.

Knative
Components to create Kubernetes-native cloud-based software.

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.

Dataform
Build, version control, and deploy SQL workflows in BigQuery.

Analytics Hub
Service for securely and efficiently exchanging data analytics assets.

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AlloyDB for PostgreSQL
Fully managed, PostgreSQL-compatible database for enterprise workloads.

Cloud SQL
Fully managed database for MySQL, PostgreSQL, and SQL Server.

Firestore
Cloud-native document database for building rich mobile, web, and IoT apps.

Spanner
Cloud-native relational database with unlimited scale and 99.999% availability.

Bigtable
Cloud-native wide-column database for large-scale, low-latency workloads.

Datastream
Serverless change data capture and replication service.

Database Migration Service
Serverless, minimal downtime migrations to Cloud SQL.

Bare Metal Solution
Fully managed infrastructure for your Oracle workloads.

Memorystore
Fully managed Redis and Memcached for sub-millisecond data access.

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 GKE and Cloud Run.

Cloud Deployment Manager
Service for creating and managing Google Cloud resources.

Cloud SDK
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.

Infrastructure Manager
Automate infrastructure management with Terraform.

Cloud Workstations
Managed and secure development environments in the cloud.

Gemini for Google Cloud
AI-powered collaborator available across Google Cloud.

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Distributed Cloud

Google Distributed Cloud Edge
Distributed cloud services for edge workloads.

Google Distributed Cloud Hosted
Distributed cloud for air-gapped workloads.

Hybrid and Multicloud

Google Kubernetes Engine
Managed environment for running containerized apps.

Apigee API Management
API management, development, and security platform.

Migrate to Containers
Tool to move workloads and existing applications to GKE.

Traffic Director
Traffic control pane and management for open service mesh.

Cloud Build
Service for executing builds on Google Cloud infrastructure.

Operations
Monitoring, logging, and application performance suite.

Google Distributed Cloud
Fully managed solutions for the edge and data centers.

Industry Specific

Anti Money Laundering AI
Detect suspicious, potential money laundering activity with AI.

Cloud Healthcare API
Solution for bridging existing care systems and apps on Google Cloud.

Device Connect for Fitbit
Gain a 360-degree patient view with connected Fitbit data on Google Cloud.

Telecom Network Automation
Ready to use cloud-native automation for telecom networks.

Telecom Data Fabric
Telecom data management and analytics with an automated approach.

Telecom Subscriber Insights
Ingests data to improve subscriber acquisition and retention.

Spectrum Access System (SAS)
Controls fundamental access to the Citizens Broadband Radio Service (CBRS).

Integration Services

Application Integration
Connect to 3rd party apps and enable data consistency without code.

Workflows
Workflow orchestration for serverless products and API services.

Apigee API Management
Manage the full life cycle of APIs anywhere with visibility and control.

Cloud Tasks
Task management service for asynchronous task execution.

Cloud Scheduler
Cron job scheduler for task automation and management.

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.

Pub/Sub
Messaging service for event ingestion and delivery.

Eventarc
Build an event-driven architecture that can connect any service.

Management Tools

Cloud Shell
Interactive shell environment with a built-in command line.

Cloud console
Web-based interface for managing and monitoring cloud apps.

Cloud Endpoints
Deployment and development management for APIs on Google Cloud.

Cloud IAM
Permissions management system for Google Cloud resources.

Cloud APIs
Programmatic interfaces for Google Cloud services.

Service Catalog
Service catalog for admins managing internal enterprise solutions.

Cost Management
Tools for monitoring, controlling, and optimizing your costs.

Operations
Monitoring, logging, and application performance suite.

Carbon Footprint
Dashboard to view and export Google Cloud carbon emissions reports.

Config Connector
Kubernetes add-on for managing Google Cloud resources.

Active Assist
Tools for easily managing performance, security, and cost.

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Earth Engine
Geospatial platform for Earth observation data and analysis.

Google Maps Platform
Create immersive location experiences and improve business operations.

Media Services

Cloud CDN
Content delivery network for serving web and video content.

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

Migration Center
Unified platform for migrating and modernizing with Google Cloud.

Application Migration
App migration to the cloud for low-cost refresh cycles.

Migrate to Virtual Machines
Components for migrating VMs and physical servers to Compute Engine.

Cloud Foundation Toolkit
Reference templates for Deployment Manager and Terraform.

Database Migration Service
Serverless, minimal downtime migrations to Cloud SQL.

Migrate to Containers
Components for migrating VMs into system containers on GKE.

BigQuery Data Transfer Service
Data import service for scheduling and moving data into BigQuery.

Rapid 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.

Mixed Reality

Immersive Stream for XR
Hosts, renders, and streams 3D and XR experiences.

Networking

Cloud Armor
Security policies and defense against web and DDoS attacks.

Cloud CDN and Media 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.

Cloud 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.

Virtual Private Cloud
Single VPC for an entire organization, isolated within projects.

Private Service Connect
Secure connection between your VPC and services.

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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.

Cloud Debugger
Real-time application state inspection and in -production debugging.

Cloud Trace
Tracing system collecting latency data from applications.

Cloud Profiler
CPU and heap profiler for analyzing application performance.

Cloud Quotas
Manage quotas for all Google Cloud services.

Productivity and Collaboration

AppSheet
No-code development platform to build and extend applications.

AppSheet Automation
Build automations and applications on a unified platform.

Google Workspace
Collaboration and productivity tools for individuals and organizations.

Google Workspace Essentials
Secure video meetings and modern collaboration for teams.

Gemini for Workspace
Embeds generative AI across Google Workspace apps.

Cloud Identity
Unified platform for IT admins to manage user devices and apps.

Chrome Enterprise
ChromeOS, Chrome browser, and Chrome devices built for business.

Security and Identity

Cloud IAM
Permissions management system for Google Cloud resources.

Sensitive Data Protection
Discover, classify, and protect your valuable data assets.

Mandiant Managed Defense
Find and eliminate threats with confidence 24x7.

Mandiant Threat Intelligence
Know who’s targeting you.

Security Command Center
Platform for defending against threats to your Google Cloud assets.

Cloud Key Management
Manage encryption keys on Google Cloud.

Mandiant Incident Response
Minimize the impact of a breach.

Mandiant Attack Surface Management
See your organization through the eyes of the adversary.

Assured Workloads
Compliance and security controls for sensitive workloads.

Chronicle Security Operations
Detect, investigate, and respond to cyber threats.

Mandiant Consulting
Get expert guidance before, during, and after an incident.

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Serverless

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.

API Gateway
Develop, deploy, secure, and manage APIs with a fully managed gateway.

Storage

Cloud Storage
Object storage that’s secure, durable, and scalable.

Block Storage
High-performance storage for AI, analytics, databases, and enterprise applications.

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.

Parallelstore
High performance, managed parallel file service.

Google Cloud NetApp Volumes
File storage service for NFS, SMB, and multi-protocol environments.

Backup and DR Service
Service for centralized, application-consistent data protection.

Web3

Blockchain Node Engine
Fully managed node hosting for developing on the blockchain.

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