Experiment Tracking and Model Registry with MLflow
Free Intermediate course · 10 lessons · 3 weeks · Certificate on completion
Keep every run, metric and model reproducible and auditable. Across 10 lessons you'll move from fundamentals to a portfolio-ready outcome — at your own pace, with quizzes after each lesson and a final exam to certify your mastery.
What you'll learn
- Why experiments get lost
- MLflow tracking basics
- Logging params, metrics and artefacts
- Comparing runs
- Projects and environments
- Model registry
Skills you'll pick up
- Why experiments get lost
- MLflow tracking basics
- Logging params, metrics and ar
- Comparing runs
- Projects and environments
- Model registry
Tools covered
- MLflow
- Real-world projects
- Quizzes
- Final exam
Course modules
Module 1: Why experiments get lost
Module 1 of Experiment Tracking and Model Registry with MLflow. 3 lessons · 3h
Module 2: Comparing runs
Module 2 of Experiment Tracking and Model Registry with MLflow. 3 lessons · 3h
Module 3: Stage transitions and approvals
Module 3 of Experiment Tracking and Model Registry with MLflow. 2 lessons · 2h
Module 4: Team conventions
Module 4 of Experiment Tracking and Model Registry with MLflow. 2 lessons · 2h
Lessons in this course
- Why experiments get lost
- MLflow tracking basics
- Logging params, metrics and artefacts
- Comparing runs
- Projects and environments
- Model registry
- Stage transitions and approvals
- Serving registered models
- Team conventions
- Integrating with CI
Instructor
Elena Sokolova — Applied ML Researcher
Elena Sokolova is a Applied ML Researcher with years of hands-on experience teaching MLflow to thousands of learners worldwide.
Certificate
Finish every lesson and pass the final exam to earn a free, verifiable Learnera certificate for Experiment Tracking and Model Registry with MLflow. It can be downloaded as a PDF and shared on LinkedIn.
Career outcomes
Median global salary $128,000 per year · median India salary ₹17,92,000 per year · 33,950 open roles worldwide
- MLflow Specialist
- Senior MLflow Lead
- MLflow Consultant
Frequently asked questions
Is the Experiment Tracking and Model Registry with MLflow course free?
Yes. Every Learnera course, including Experiment Tracking and Model Registry with MLflow, is completely free — lessons, quizzes, the final exam, and the certificate.
How long does Experiment Tracking and Model Registry with MLflow take?
10 lessons, typically completed in 3 weeks at a comfortable pace.
Do I get a certificate?
Yes — pass the final exam and you receive a free, verifiable certificate you can share on LinkedIn.