MLOps in Practice
Free Advanced course · 12 lessons · 4 weeks · Certificate on completion
Take models from notebook to production — tracking, deployment, monitoring, and retraining that scales. Across 12 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 models fail in production
- Experiment tracking
- Model registries and versioning
- Packaging and serving models
- CI/CD for machine learning
- Monitoring and drift detection
Skills you'll pick up
- Why models fail in production
- Experiment tracking
- Model registries and versionin
- Packaging and serving models
- CI/CD for machine learning
- Monitoring and drift detection
Tools covered
- MLOps
- Real-world projects
- Quizzes
- Final exam
Course modules
Module 1: Why models fail in production
Module 1 of MLOps in Practice. 3 lessons · 3h
Module 2: Experiment tracking
Module 2 of MLOps in Practice. 3 lessons · 3h
Module 3: Model registries and versioning
Module 3 of MLOps in Practice. 3 lessons · 3h
Module 4: Packaging and serving models
Module 4 of MLOps in Practice. 3 lessons · 3h
Lessons in this course
- Why models fail in production
- Experiment tracking
- Model registries and versioning
- Packaging and serving models
- CI/CD for machine learning
- Monitoring and drift detection
- Automated retraining loops
- Governance and reproducibility
- MLOps: Deep dive 9
- MLOps: Deep dive 10
- MLOps: Deep dive 11
- MLOps: Deep dive 12
Instructor
Tobias Lind — MLOps Lead
Tobias Lind is a MLOps Lead with years of hands-on experience teaching MLOps to thousands of learners worldwide.
Certificate
Finish every lesson and pass the final exam to earn a free, verifiable Learnera certificate for MLOps in Practice. It can be downloaded as a PDF and shared on LinkedIn.
Career outcomes
Median global salary $130,000 per year · median India salary ₹18,00,000 per year · 58,083 open roles worldwide
- MLOps Specialist
- Senior MLOps Lead
- MLOps Consultant
Frequently asked questions
Is the MLOps in Practice course free?
Yes. Every Learnera course, including MLOps in Practice, is completely free — lessons, quizzes, the final exam, and the certificate.
How long does MLOps in Practice take?
12 lessons, typically completed in 4 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.