AWS service detail

Amazon SageMaker AI

Machine Learning

Build, train, and deploy machine learning models at scale

Machine LearningProduction guidance

Production use

Use for model training, inference, feature pipelines, generative AI, and ML operations.

Before production

  • Version datasets/models/prompts
  • monitor drift/latency/cost
  • secure model access
  • review safety
  • automate deployment/rollback.