API reference guide for Amazon SageMaker Autopilot - Amazon SageMaker

API reference guide for Amazon SageMaker Autopilot

Amazon SageMaker provides API reference documentation that describes all of the REST operations and data types used by Autopilot and a higher level Amazon SageMaker Python SDK that you can use to create and manage AutoML jobs. It also provides a command line interface (CLI), an AWS SDK for Python (Boto) for low-level clients of SageMaker services, and SDKs for .NET, C++, Go, Java, JavaScript, PHP V3, and Ruby V3. The following sections describe these Autopilot programming interfaces.

SageMaker API reference

This API provides HTTP service APIs for creating and managing Amazon SageMaker Autopilot resources.

Actions

Data Types

For more information on the entire SageMaker REST API, see API and SDK Reference.

Amazon SageMaker Python SDK

This Python library provides several high-level abstractions for working with SageMaker. The following classes can be used to manage AutoML jobs.

For more information how this Python SDK simplifies model training and deployment, see Using the Amazon SageMaker Python SDK.

AWS Command Line Interface (CLI)

The AWS CLI provides APIs for creating and managing SageMaker resources. Here are the AWS CLI for Amazon SageMaker Autopilot commands.

AWS SDK for Python (Boto)

Boto is the Amazon Web Services (AWS) SDK for Python. It enables Python developers to create, configure, and manage AWS services such as SageMaker. Boto provides a low-level Client API that maps to the underlying SageMaker service API. Here is a list of the methods used to manage AutoML jobs with the Client class.

AWS SDK for .NET

The .NET SDK enables developers to create, configure, and manage AWS services such as SageMaker. The API maps to the underlying SageMaker service API. Here is a list of the methods used to manage AutoML jobs with the Client class.

AWS SDK for C++

The C++ SDK enables developers to create, configure, and manage AWS services such as SageMaker. The API maps to the underlying SageMaker service API. For information on the methods used to manage AutoML jobs with the Client class, see Aws::SageMaker::SageMakerClient Class Reference.

AWS SDK for Go

The Go SDK enables developers to create, configure, and manage AWS services such as SageMaker. The API maps to the underlying SageMaker service API. Here is a list of the methods used to manage AutoML jobs with the Client class.

AWS SDK for Java

The Java SDK enables developers to create, configure, and manage AWS services such as SageMaker. The API maps to the underlying SageMaker service API. Here is a list of the methods used to manage AutoML jobs with the Client class.

AWS SDK for JavaScript

The JavaScript SDK enables developers to create, configure, and manage AWS services such as SageMaker. The API maps to the underlying SageMaker service API. Here is a list of the methods used to manage AutoML jobs with the Client class.

AWS SDK for PHP V3

The PHP V3 SDK enables developers to create, configure, and manage AWS services such as SageMaker. The API maps to the underlying SageMaker service API. Here is a list of the methods used to manage AutoML jobs with the Client class.

AWS SDK for Ruby V3

The Ruby V3 SDK enables developers to create, configure, and manage AWS services such as SageMaker. The API maps to the underlying SageMaker service API. Here is a list of the methods used to manage AutoML jobs with the Client class.