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ML in Practice — Lightweight MLOps

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The course that turns a trained model into a working production system. Reproducibility (MLflow, DVC), feature stores, model registry, batch vs online serving, FastAPI + Docker deployment, scaling and latency, A/B testing, drift detection, retraining strategy, and incident response. Six end-to-end cases mirroring what small ML teams actually build. Builds on ML Foundations; lightweight enough for teams without dedicated platform engineering.

ML in Practice — Lightweight MLOps
Duration

3 weeks

Content

4 modules, 32 lessons

Students

2

Total Time

~14 hours

100% Free Structured Micro Course

All video lessons, coding exercises, and quizzes are completely free with zero gatekeeping. Start learning right away!

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Course Curriculum

4

Production Capstone: ML Incident Response & PostmortemFREE PREVIEW

Triage a high-severity silent production outage, execute an atomic Model Registry rollback, isolate upstream schema drift, and author a postmortem with automated guardrails.

94 min1 lessons
Micro Free Course

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