Level 4 · Master Production

Goal: operate machine learning as a production discipline — design, serve, monitor, and iterate on ML systems that real users depend on.

Modules

1. Production ML System Design
2. Model Serving at Scale
3. Feature Stores & Data Engineering for ML
4. CI/CD for Machine Learning
5. Monitoring, Drift Detection & Retraining
6. A/B Testing & Online Evaluation
7. Responsible AI — Fairness, Privacy, Security
8. Cost Optimization & Efficient Inference
9. Building an ML Platform
10. Capstone — Operate a Production ML Service