SageMaker training plans creation using the SageMaker API, or AWS CLI - Amazon SageMaker AI

SageMaker training plans creation using the SageMaker API, or AWS CLI

SageMaker training plans support the programmatic creation of training plans through its API. You can interact with the training plans API using the AWS CLI or SageMaker SDKs.

SageMaker training plans's API actions provide a comprehensive workflow for managing training plans programmatically:

  • SearchTrainingPlanOfferings: Enables users to query and discover available compute resources by specifying parameters like instance type, count, and desired time window. The API returns a ranked list of training plan offerings that best match the user's requirements.

  • CreateTrainingPlan: Allows reservation of a specific training plan offering, transforming a potential compute capacity into scheduled reserved capacities with a unique training plan ARN.

  • ListTrainingPlans: Provides a method to retrieve and review all existing training plans in a user's AWS account, with optional filtering and sorting capabilities.

  • DescribeTrainingPlan: Offers detailed insights into a specific training plan, including its lifecycle stages from Pending to Active to Expired.

Topics