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Amazon SageMaker AI Script Mode SDK v3

Bring your own model with Amazon SageMaker AI: Script mode in SDK v3

Why we picked it

Developers can now iterate faster without rebuilding Docker images when using SageMaker for both traditional ML and generative AI models.

Amazon SageMaker Python SDK v3 introduces unified ModelTrainer and ModelBuilder classes for script mode. The SDK supports scikit-learn Random Forest models and multi-GPU Stable Diffusion 3.5 LoRA fine-tuning. SourceCode feature syncs local code into containers at runtime, eliminating Docker image rebuilds during iteration.

Image · AWS Machine Learning Blog
Original · AWS Machine Learning Blog

Bring your own model with Amazon SageMaker AI: Script mode in SDK v3

The SageMaker Python SDK v3 redesigns script mode with unified ModelTrainer and ModelBuilder classes. This post walks through two end-to-end examples, a scikit-learn Random Forest and a multi-GPU Stable Diffusion 3.5 LoRA fine-tune, showing how SourceCode syncs your local code into any container at runtime so you can iterate without rebuilding Docker images.