LLM optimization integration for Amazon SageMaker Python SDK

Amazon SageMaker Python SDK v3 now exposes SageMaker AI's generative AI inference recommendations directly in notebook workflows. The integration helps optimize LLM deployments by benchmarking endpoints, evaluating instance configurations, and iterating on deployment settings.
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