Introducing sagemaker-core: A New Object-Oriented SDK for Amazon SageMaker

This article introduces sagemaker-core, a new object-oriented Python SDK for Amazon SageMaker that provides an intuitive and efficient way to interact with SageMaker resources like TrainingJob, Model, and Endpoint.

Specifically, the article covers:

• The resource chaining feature that allows passing resource objects as parameters, eliminating complex parameter specifications
• Abstraction of low-level details like resource state transitions and polling logic
• Usability improvements like auto code completion, comprehensive documentation, and type hints
• The dedicated resource classes that provide an intuitive object-oriented view of SageMaker functionalities
• Increased developer productivity and more readable, maintainable code due to the features of sagemaker-core
• Getting started with example notebooks and technical documentation