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MLflow and Model Serving Operations

Track experiments, register models, deploy endpoints, and connect serving health with evaluation and rollback plans.

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About this course

4 lessons
2 modules
2 hours
Amit Patel
Tags
MLflowModel ServingRelease
AI Platform
Governance
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1.Tracking and registry

Keep experiment evidence connected to governed model versions.

  • MLflow tracking and registryarticle - 14 min
  • Tracking registry checkquiz - 7 min

2.Serving rollout

Design endpoint readiness, monitoring, and rollback paths.

  • Serving rollout playbookarticle - 12 min
  • Serving rollout checkquiz - 6 min