AWS service detail

Agent Toolkit for AWS

Machine Learning

Tools, knowledge, and guardrails AI coding agents need to build, deploy, and manage applications on AWS

Machine LearningProduction guidance
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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.