# Welcome
<a name="Welcome"></a>

Amazon SageMaker Training Session Runtime provides APIs for executing training operations and sampling operations against a running training session. Use these APIs to submit asynchronous training steps (such as forward-backward passes, optimizer steps, and checkpoint saves) and to generate text samples from the model being trained.

This document was last published on November 4, 2026.