AWS service detail

Choosing an AWS machine learning service

Machine Learning

Choose the right ML services and frameworks to support your work

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.