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Write your own training loop — without managing GPUs — with Amazon SageMaker training session APIs

22 October 2026 · 1 min read · Summary from AWS Machine Learning

Amazon SageMaker AI training session APIs let you write your own LLM training loop (SFT, RL, or custom objectives) in a Python script while the service runs the GPUs. This post introduces the programming model and three SDK clients, then walks through a GRPO loop on GSM8K and a reinforcement learning workload on competitive programming.