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14. MLOps

You'll take models from notebook to governed production serving. This section is work in progress, with pages still being drafted.

Prereqs: 7. Build the first pipeline, Unity Catalog foundations, 13. CI/CD and DevOps

Status​

This section is being written. Pages planned here cover MLflow tracking, the Unity Catalog model registry, deployment workflows, monitoring once a model is live, and what should trigger a retrain.

Journey checklist​

  • Get started.
  • Before you start.
  • Infra setup.
  • Cost monitoring.
  • Data governance strategy.
  • Access your data.
  • Build the first pipeline.
  • Automation and orchestration.
  • Query and explore.
  • Databricks AI/BI.
  • Business semantics.
  • 12. Data Access Control (in progress).
  • 13. CI/CD and DevOps (in progress).
  • 14. MLOps (in progress).

Next​