Amazon SageMaker - Getting Started with Amazon Web Services in China
Services or capabilities described in Amazon Web Services documentation might vary by Region. To see the differences applicable to the China Regions, see Getting Started with Amazon Web Services in China (PDF).

Amazon SageMaker

Amazon SageMaker is a fully managed machine learning service. With SageMaker, data scientists and developers can quickly build and train machine learning models and then deploy them into a production-ready hosted environment.

Region Availability

Amazon SageMaker is available in the following regions in China:

  • Beijing Region

  • Ningxia Region

Feature Availability and Implementation Differences

The Amazon Web Services in China implementation of Amazon SageMaker is unique in the following ways:

The following SageMaker features are not supported in the Beijing and Ningxia Regions:

  • Amazon Augmented AI (Amazon A2I)

  • Amazon SageMaker Canvas

  • Amazon SageMaker Edge Manager

  • Amazon SageMaker Elastic Inference

  • Amazon SageMaker geospatial capabilities

  • Amazon SageMaker Ground Truth

  • Amazon SageMaker Ground Truth Plus

  • Amazon SageMaker Inference Recommender

  • Amazon SageMaker model registry and projects

  • Reinforcement learning

  • Amazon SageMaker Serverless Inference

  • Amazon SageMaker Studio Lab

  • Amazon SageMaker Training Compiler

The following SageMaker features are limited in the Beijing and Ningxia Regions:

  • Amazon SageMaker Domain: On-boarding with Amazon SageMaker Domain is limited to Amazon Identity and Access Management (IAM).

  • Amazon SageMaker Autopilot: Configuring the default parameters of a SageMaker Autopilot experiment (for administrators) is not supported.

  • Amazon SageMaker JumpStart is only supported in Beijing Region.

  • The following features are not available for Amazon SageMaker Inference.

    • Multi-model endpoints on GPU instances

    • Graviton-based, Inferentia-based, p4d, and g5 instance types

    • Increased shared memory size to almost half of instance memory

    • Deployment guardrails

    • EndpointConfig parameters ContainerStartupHealthCheckTimeoutInSeconds, ModelDataDownloadTimeoutInSeconds, and VolumeSizeInGB

  • Amazon Web Services Marketplace China: You can't create and list your SageMaker artifacts in Amazon Web Services Marketplace China.

Guides and References

Amazon Web Services in China user guides are available in HTML and PDF, in both Chinese and English. API references are available in HTML and PDF. Some API references may be available only in English. Currently, not all API references are available in the Beijing and Ningxia Regions. Links to some API references will take you to the global Amazon Web Services site. Note that some features and functionality described in the guides and references may not be available in the current Amazon Web Services in China release.

General Information About Amazon Web Services in China

The following information applies to all Amazon Web Services that are available in the China Regions.

Amazon Web Services Accounts in the China Regions

To use services in the Beijing and Ningxia Regions, you need an account and credentials specific to each of those Regions.

  • Accounts and credentials for other Amazon Regions will not work for services operating in the Beijing and Ningxia Regions.

  • Accounts and credentials for the Beijing and Ningxia Regions will not work for other Amazon Regions.

  • For more information, see Signup, Accounts, and Credentials.

Domain for Amazon Web Services in China

The domain for Amazon Web Services in China is www.amazonaws.cn.

Endpoints & Amazon Resource Names (ARNs)

For information about endpoints and ARNs in Amazon Web Services in China, see Endpoints and ARNs for Amazon Web Services in China.

Availability Zones for the China Regions

  • In the Beijing Region, there are three Availability Zones.

  • In the Ningxia Region, there are three Availability Zones.

General Information for Amazon Web Services in China

The following applies to all Amazon Web Services that are available in the China Regions. For detailed information about specific Amazon Web Services, see the service-specific topic in this guide.

  • Amazon Identity and Access Management (IAM)

    • You can grant or deny a service access to resources using the Principal policy element.

    • Service principal values vary by Region.

  • EC2-Classic Platform

    • The EC2-Classic platform is not supported.

  • Free Usage Tier

    • The free usage tier is supported in the Ningxia Region.

    • The free usage tier is not supported in the Beijing Region.

Amazon Web Services Console

The console for Amazon Web Services in China is unique to China. The screenshots in the Amazon Web Services guides might differ from what you see on your console. For information about differences in service functionality, see the topics for each service in this guide.

Code Examples

The Amazon Web Services documentation might include endpoints and ARNs in code examples that are not specific to the Beijing and Ningxia Regions. When using examples, verify you are using the endpoints and ARNs for your Region.