Skip to content

15 — MLOps

Home · Index

MLOps: experiment tracking, model deployment, monitoring, and drift.

Cheat Sheets

# File Topic
1 mlops.md MLOps overview — lifecycle, concepts, maturity levels
2 mlflow.md MLflow — experiment tracking, model registry, serving
3 dvc.md DVC — data versioning, pipelines, metrics
4 model-deployment.md Deployment — APIs, batch, containerization, A/B testing
5 model-monitoring.md Monitoring — drift detection, performance, alerting
6 model-versioning.md Versioning — registry, stages, rollback, governance

Planned Cheat Sheets

  • Feature Store — centralized feature management
  • A/B Testing — statistical testing for models
  • Cost Optimization — resource management

Contribute