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AWS Reference Notes
  • About
    • README
  • Compute
    • Amazon EC2
      • Common
        • Monitor
        • Networking
        • Security
        • Resources and tags
        • Troubleshoot
      • Topics
        • Amazon Machine Images
        • Instances
        • Storage
    • Amazon EC2 Image Builder
      • Common
      • Topics
        • Get started
        • AWSTOE component manager
        • Manage resources
        • Manage pipelines
        • Integrate products and services
        • Security in EC2 Image Builder
    • AWS End-of-Support Migration Program (EMP) for Windows Server
      • Common
      • Topics
        • Get started
        • Working with EMP packages
    • AWS ParallelCluster
      • Common
      • Topics
        • AWS ParallelCluster version 2
    • AWS Serverless Application Model (AWS SAM)
      • Common
        • Getting started
        • Monitoring
      • Topics
        • AWS SAM specification
        • Authoring
        • Building
        • Testing and debugging
        • Deploying
        • Publishing
        • Example applications
        • AWS CDK
        • AWS SAM reference
    • AWS Serverless Application Repository
      • Common
      • Topics
        • Publishing Applications
        • Deploying Applications
  • Serverless
    • Amazon S3
      • Common
        • Getting started
        • Tutorials
        • Security
        • Monitoring Amazon S3
        • Developing with Amazon S3
        • Troubleshooting
      • Topics
        • Working with buckets
        • Working with objects
        • Working with access points
        • Working with Multi-Region Access Points
        • Managing storage
        • Using analytics and insights
        • Hosting a static website
    • AWS Lambda
      • Common
        • Configuring functions
        • Access permissions
        • Monitoring functions
        • Troubleshooting
      • Topics
        • Lambda foundations
        • Lambda runtimes
        • Deploying functions
        • Invoking functions
        • Managing functions
        • Building with Node.js
        • Building with TypeScript
        • Building with Python
        • Building with Ruby
        • Building with Java
        • Building with Go
        • Building with C#
        • Building with PowerShell
        • Integrating other services
        • Creating container images
        • Lambda extensions
        • Lambda applications
        • Orchestrating functions
  • Database
    • Amazon Aurora
      • Common
        • What is Aurora?
        • Getting started
        • Configuring your Aurora DB cluster
        • Monitoring metrics in an Aurora DB cluster
        • Monitoring events, logs, and database activity streams
        • Security
      • Topics
        • Managing an Aurora DB cluster
        • Using Blue/Green Deployments for database updates
        • Backing up and restoring an Aurora DB cluster
        • Working with Aurora MySQL
        • Working with Aurora PostgreSQL
        • Using RDS Proxy
        • Using Aurora Serverless v2
        • Using Aurora Serverless v1
    • Amazon RDS
      • Common
        • What is Amazon RDS?
        • Getting started
        • Configuring a DB instance
        • Configuring and managing a Multi-AZ deployment
        • Monitoring metrics in a DB instance
        • Monitoring events, logs, and database activity streams
        • Security
      • Topics
        • Managing a DB instance
        • Using Blue/Green Deployments for database updates
        • Backing up and restoring
        • Working with Amazon RDS Custom
        • Working with RDS on AWS Outposts
        • Using RDS Proxy
        • MariaDB on Amazon RDS
        • Microsoft SQL Server on Amazon RDS
        • MySQL on Amazon RDS
        • Oracle on Amazon RDS
        • PostgreSQL on Amazon RDS
  • Machine Learning
    • Amazon SageMaker
      • Common
        • Security
        • Monitoring
      • Topics
        • What Is Amazon SageMaker?
        • Get Started
        • Machine Learning Environments
        • Autopilot: Automated ML
        • Label Data
        • Prepare and Analyze Datasets
        • Create, Store, and Share Features
        • Training
        • Deploy Models for Inference
        • Docker containers with SageMaker
        • Augmented AI
        • Marketplace
    • Amazon CodeGuru
      • Common
        • Getting started
        • Security
      • Topics
        • Setting up
        • Working with repository associations
        • Working with code reviews
    • Amazon Comprehend Medical
      • Common
      • Topics
        • Text analysis APIs
        • Ontology Linking APIs
    • Amazon Forecast
      • Common
        • Getting Started
      • Topics
        • Setting Up
        • Importing Datasets
        • Training Predictors
        • Managing Resources
    • Amazon Kendra
      • Common
        • Getting started
      • Topics
        • How Amazon Kendra works
        • Searching indexes
        • Adding custom synonyms to an index
        • Tutorial: Building an intelligent search solution
    • Amazon Lex
      • Common
        • Getting Started
      • Topics
        • How It Works
        • Using Lambda Functions
        • Deploying Bots
        • Importing and Exporting
        • Bot Examples
    • Amazon Lookout for Vision
      • Common
      • Topics
        • Setting up Amazon Lookout for Vision
        • Creating your model
        • Improving your model
        • Running your model
        • Using your model on an edge device
        • Managing your resources
        • Example code and datasets
    • AWS Panorama
      • Common
        • Getting started
        • Monitoring
      • Topics
        • Permissions
        • Appliance
        • Building applications
    • Amazon Personalize
      • Common
      • Topics
        • Filtering results
    • Amazon Polly
      • Common
      • Topics
        • Voices in Amazon Polly
        • Neural TTS
        • Speech Marks
        • Using SSML
        • Amazon Polly for Windows (SAPI)
    • Amazon Rekognition
      • Common
        • Getting started
        • Tutorials
        • Security
      • Topics
        • How it works
        • Detecting and analyzing faces
        • Searching faces in a collection
        • Recognizing celebrities
        • Moderating content
        • Detecting text
        • Detecting video segments
    • Amazon Textract
      • Common
        • Getting Started
        • Security
      • Topics
        • How It Works
        • Processing Documents with Synchronous Operations
        • Processing Documents with Asynchronous Operations
        • Amazon A2I and Amazon Textract
        • Quotas
    • AWS Deep Learning AMIs
      • Common
        • Getting Started
      • Topics
        • What Is the AWS Deep Learning AMI?
        • Launching a DLAMI
        • Using a DLAMI
        • Upgrading Your DLAMI
    • AWS Deep Learning Containers
      • Common
      • Topics
        • Getting Started With Deep Learning Containers
        • Deep Learning Containers Resources
    • AWS DeepLens
      • Common
      • Topics
        • Managing Your Device
    • AWS DeepRacer
      • Common
      • Topics
        • How it works
        • Operate your vehicle
        • Join a race
        • Tagging
        • Troubleshoot common issues
  • Containers
    • AWS App Runner
      • Common
        • Networking
      • Topics
        • Managing your service
        • Observability
        • App Runner configuration file
        • App Runner API
    • Amazon ECS
      • Common
        • Getting started
        • Resources and tags
        • Monitoring
        • Working with other services
        • Tutorials
        • Troubleshooting
      • Topics
        • Developer tools overview
        • Clusters
        • Task definitions
        • Account settings
        • Container instances
        • Container agent
        • Scheduling tasks
        • Services
  • Storage
    • Amazon EBS
      • Common
        • Monitor
        • Networking
        • Security
        • Resources and tags
        • Troubleshoot
      • Topics
        • Amazon Machine Images
        • Instances
        • Storage
    • Amazon EFS
      • Common
        • Getting started
        • Security
      • Topics
        • Working with EFS resources
        • Using amazon-efs-utils
        • Mounting file systems
        • Transferring data
        • Managing file systems
        • EFS backups
        • Walkthroughs
        • Troubleshooting Amazon EFS
        • Additional information
    • Amazon S3 Glacier
      • Common
        • Getting Started
      • Topics
        • What Is Amazon S3 Glacier?
        • Working with Vaults
        • Working with Archives
        • Using the AWS SDKs
        • API Reference
  • Migration & Transfer
    • AWS Snow Family
      • Common
        • What is Snowball Edge?
        • Getting Started
        • Security
      • Topics
        • Large Data Migration
        • Using AWS OpsHub to Manage Devices
        • Using a Snowball Edge Device
        • Using Snow Device Management to Manage Devices
        • Understanding AWS Snowball Edge Jobs
        • Best Practices
        • Quotas
    • AWS Application Discovery Service
      • Common
      • Topics
        • Setting up
        • Discovery Agent
        • View, export & explore data
        • Console Walkthroughs
        • Appendix
    • AWS Database Migration Service
      • Common
        • Getting started
        • Security
      • Topics
        • Working with replication instances
        • Endpoints
        • Tasks
        • Troubleshooting and diagnostic support
        • Reference
    • AWS DataSync
      • Common
        • Getting started
        • Security
        • Tutorials
      • Topics
        • Requirements
        • Working with agents
        • Discovering your storage
        • Transferring your data
        • Using the AWS CLI
    • AWS Migration Hub
      • Common
        • Getting started
      • Topics
    • AWS Transfer Family
      • Common
        • Configuring AS2
        • Security
      • Topics
        • Setting up
        • Creating a server
        • Managing users
        • Managing workflows
        • Managing servers
        • API reference
  • Security, Identity, & Compliance
    • AWS Identity and Access Management (IAM)
      • Common
        • What is IAM?
        • Tutorials
        • Security
      • Topics
        • Identities
        • Access management
        • Troubleshooting IAM
        • Reference
    • Amazon Cognito
      • Common
        • Tutorials
        • Security
      • Topics
        • Amazon Cognito user pools
        • Amazon Cognito identity pools
        • Amazon Cognito Sync
    • AWS IAM Identity Center (successor to AWS Single Sign-On)
      • Common
        • Getting started
      • Topics
        • Workforce identities
        • Multi-account permissions
        • Application assignments
        • Resiliency design and Regional behavior
    • AWS Resource Access Manager (AWS RAM)
      • Common
        • Getting started
        • Troubleshooting
      • Topics
        • Working with shared resources
        • Managing permissions in AWS RAM
    • AWS Secrets Manager
      • Common
      • Topics
        • Create and manage secrets
        • Retrieve secrets
        • Rotate secrets
        • Security in Secrets Manager
    • AWS WAF
      • Common
      • Topics
        • AWS WAF
        • AWS WAF Classic
        • AWS Shield
  • Cryptography & PKI
    • AWS Cryptographic Services Overview
      • Common
      • Topics
        • AWS cryptographic services and tools
    • AWS CloudHSM
      • Common
        • Getting started
        • Troubleshooting
      • Topics
        • Managing clusters
        • Managing backups
        • Integrating third-party applications
    • AWS Key Management Service (AWS KMS)
      • Common
      • Topics
        • AWS Key Management Service
        • Managing keys
        • Authentication and access control
        • Special-purpose keys
        • Quotas
        • How AWS services use AWS KMS
        • Programming the AWS KMS API
    • AWS Private Certificate Authority
      • Common
        • What is AWS Private CA?
        • Security
      • Topics
        • Planning a private CA
        • CA administration
        • Certificate administration
        • Using the API (Java examples)
  • Management & Governance
    • AWS Chatbot
      • Common
        • Getting started
        • Monitoring AWS services
        • Monitoring AWS Chatbot
        • Security
      • Topics
        • Understanding permissions
        • Performing actions
    • AWS Command Line Interface (AWS CLI)
      • Common
        • Getting started
        • Configuring the AWS CLI
      • Topics
        • Authentication and access credentials
        • Using the AWS CLI
        • Using the AWS CLI with AWS Services
    • AWS Config
      • Common
      • Topics
        • What Is AWS Config?
        • Using AWS Config
        • AWS Config Rules
        • Conformance Packs
        • Multi-Account Multi-Region Data Aggregation
    • AWS Control Tower
      • Common
        • Getting started
        • Security
      • Topics
        • What Is AWS Control Tower?
        • Best practices for administrators
        • Automate tasks
        • Customize your landing zone
        • Configure Regions
        • Accounts
        • Drift
        • Organizations
        • Controls reference guide
        • Integrated services
        • Logging and monitoring
        • Walkthroughs
        • Release notes
    • AWS Health
      • Common
      • Topics
        • Aggregating AWS Health events
    • AWS Launch Wizard
      • Common
        • Security
      • Topics
        • AWS Launch Wizard for Amazon Elastic Kubernetes Service
        • AWS Launch Wizard for Exchange Server
        • AWS Launch Wizard for Internet Information Services
        • AWS Launch Wizard for Remote Desktop Gateway
        • AWS Launch Wizard for SAP
    • AWS Resource Groups
      • Common
      • Topics
        • Resource groups
  • Networking & Content Delivery
    • Amazon API Gateway
      • Common
      • Topics
        • Working with REST APIs
        • Working with HTTP APIs
        • Working with WebSocket APIs
        • OpenAPI extensions
        • Tagging
    • AWS App Mesh
      • Common
        • Getting started
        • Troubleshooting
      • Topics
        • Concepts
        • Envoy
        • Observability
        • Securing Applications
    • AWS Direct Connect
      • Common
        • What is AWS Direct Connect?
      • Topics
        • Using the AWS Direct Connect Resiliency Toolkit to get started
        • Connections
        • Virtual interfaces
        • LAGs
        • Working with Direct Connect gateways
    • Amazon Route 53
      • Common
        • Getting started
        • Configuring Amazon Route 53 as your DNS service
        • What is Route 53 Resolver?
        • Monitoring
        • Troubleshooting
        • Tutorials
      • Topics
        • Registering and managing domains
        • Routing internet traffic to your AWS resources
        • Creating health checks and configuring DNS failover
  • Application Integration
    • AWS Step Functions
      • Common
        • Tutorials
        • Working with other services
        • Troubleshooting
      • Topics
        • How Step Functions works
        • Workflow Studio
        • Developer tools
        • Best practices
        • Sample projects for Step Functions
        • Logging and monitoring
  • Developer Tools
    • AWS Cloud9
      • Common
        • Security
      • Topics
        • Setting up
        • Working with environments
        • Working with the IDE
        • Working with other AWS services
        • Visual source control with Git panel
        • AWS Toolkit
        • Tutorials and samples
        • Advanced topics
    • AWS CodeArtifact
      • Common
        • Security
      • Topics
        • Working with repositories
        • Working with upstream repositories
        • Working with packages
        • Working with domains
        • Using npm
        • Using Python
        • Using Maven
        • Using NuGet
        • Using CodeArtifact with CodeBuild
        • Working with VPC endpoints
    • AWS CodeDeploy
      • Common
        • What is CodeDeploy?
        • Getting started
        • Tutorials
        • Security
        • Troubleshooting
      • Topics
        • Product and service integrations
        • Working with instances
        • Working with application revisions
        • Working with deployments
        • Reference
    • AWS CodeStar
      • Common
      • Topics
        • Getting Started with AWS CodeStar
        • Working with Projects
        • Working with Teams
        • Working with Your AWS CodeStar User Profile
    • Porting Assistant for .NET
      • Common
      • Topics
        • Get Started
        • Porting Assistant for .NET Visual Studio IDE extension
    • AWS X-Ray
      • Common
        • Security
      • Topics
        • X-Ray console
        • X-Ray API
        • Sample application
        • X-Ray daemon
        • Integrating with AWS services
        • Working with Go
        • Working with Node.js
        • Working with Python
        • Working with .NET
  • Media Services
    • Amazon Elastic Transcoder
      • Common
      • Topics
        • Working with Pipelines
        • Working with Jobs
        • Working with Presets
        • Securing Your Content
        • API Reference
  • Internet of Things (IoT)
    • AWS IoT Device Defender
      • Common
        • Security
        • Monitoring AWS IoT
        • Troubleshooting
      • Topics
        • Getting started with AWS IoT Core
        • Connecting to AWS IoT Core
        • Managing devices with AWS IoT
        • Tagging your AWS IoT resources
        • Rules
        • Device Shadow service
        • Jobs
        • AWS IoT secure tunneling
        • Device provisioning
        • Fleet indexing
        • MQTT-based file delivery
        • AWS IoT Device Defender
        • Device Advisor
        • Event messages
        • AWS IoT Core for LoRaWAN
        • Event notifications for AWS IoT Wireless
    • AWS IoT Device Management
      • Common
        • Security
        • Monitoring AWS IoT
        • Troubleshooting
      • Topics
        • Getting started with AWS IoT Core
        • Connecting to AWS IoT Core
        • Managing devices with AWS IoT
        • Tagging your AWS IoT resources
        • Rules
        • Device Shadow service
        • Jobs
        • AWS IoT secure tunneling
        • Device provisioning
        • Fleet indexing
        • MQTT-based file delivery
        • AWS IoT Device Defender
        • Device Advisor
        • Event messages
        • AWS IoT Core for LoRaWAN
        • Event notifications for AWS IoT Wireless
    • AWS IoT Events
      • Common
        • Tutorials
        • Monitoring with alarms
        • Troubleshooting
      • Topics
        • Supported actions
        • Expressions
    • AWS IoT Greengrass
      • Common
        • What is AWS IoT Greengrass?
        • Tutorials
        • Security
      • Topics
        • Setting up Greengrass core devices
        • Components
        • Logging and monitoring
        • Run Lambda functions
        • Communicate with the Greengrass nucleus, other components, and AWS IoT Core
        • Interact with local IoT devices
        • Interact with device shadows
        • Manage data streams
        • Perform machine learning inference
        • Manage core devices with AWS Systems Manager
        • Using AWS IoT Device Tester for AWS IoT Greengrass V2
    • AWS IoT SiteWise
      • Common
        • Getting started
        • Tutorials
        • Monitoring data with alarms
        • Monitoring data with web portals
        • Security
        • Troubleshooting
      • Topics
        • Ingesting data to AWS IoT SiteWise
        • Using AWS IoT SiteWise gateways
        • Modeling industrial assets
        • Managing data ingestion
        • Interacting with other services
        • Logging and monitoring
        • Endpoints and quotas
  • Business Applications
    • Amazon Chime SDK
      • Common
      • Topics
        • Using the Amazon Chime SDK
        • Using Amazon Chime SDK meetings
        • Using Amazon Chime SDK messaging
  • Analytics
    • Amazon CloudSearch
      • Common
        • Getting Started
      • Topics
        • What Is Amazon CloudSearch?
        • Creating and Managing Search Domains
        • Controlling How Data is Indexed
        • Uploading and Indexing Data
        • Searching Your Data
        • Querying For More Information
        • Controlling Search Results
        • Amazon CloudSearch API Reference
    • AWS Data Exchange
      • Common
        • Security
      • Topics
        • Subscribing to data products
        • Providing data products
        • AWS Marketplace Catalog API
    • AWS Data Pipeline
      • Common
        • Troubleshooting
      • Topics
        • AWS Data Pipeline Concepts
        • Working with Pipelines
        • Pipeline Expressions and Functions
        • Pipeline Object Reference
        • Working with Task Runner
    • Amazon OpenSearch Service
      • Common
        • Getting started
        • Monitoring domains
        • Security
        • Monitoring data
        • Tutorials
      • Topics
        • Amazon OpenSearch Serverless
        • Amazon OpenSearch Ingestion
        • Creating and managing domains
        • Sample code
        • Indexing data
        • Searching data
        • Managing indexes
        • Best practices
        • General reference
    • AWS Glue
      • Common
        • Getting started
      • Topics
        • How it works
        • Data Catalog and crawlers
        • Job development (interactive sessions)
        • ETL jobs
        • Orchestration
        • AWS Glue API
        • Troubleshooting AWS Glue
    • Amazon MSK
      • Common
        • Getting started
        • Security
        • Monitoring a cluster
      • Topics
        • How it works
        • Configuration
        • MSK Connect
        • Connecting to an MSK cluster
        • Apache Kafka versions
  • Robotics
    • AWS RoboMaker
      • Common
        • Security
      • Topics
  • Blockchain
    • Amazon Managed Blockchain
      • Common
        • Getting Started
      • Topics
        • Work with Hyperledger Fabric
  • Game Development
    • Amazon GameLift
      • Common
      • Topics
        • Setting up
        • Preparing games for Amazon GameLift
        • Managing hosting resources
        • Viewing game data
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Training Predictors
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