SageMaker AI — Managed ML Platform

How SageMaker AI really trains and serves models: what Unified Studio is (and is not), training jobs with managed Spot and checkpoints, HyperPod for foundation models, Pipelines and the Model Registry, the five ways to serve a model, autoscaling, safe rollouts, and what each choice costs.

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