ML Monitoring and Data Drift
Free Advanced course · 10 lessons · 4 weeks · Certificate on completion
Catch silent model failures in production before they cost money. 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 models decay
- Data drift vs concept drift
- Statistical drift tests
- Monitoring without labels
- Performance tracking with delayed labels
- Feature quality checks
Skills you'll pick up
- Why models decay
- Data drift vs concept drift
- Statistical drift tests
- Monitoring without labels
- Performance tracking with dela
- Feature quality checks
Tools covered
- ML Monitoring
- Real-world projects
- Quizzes
- Final exam
Course modules
Module 1: Why models decay
Module 1 of ML Monitoring and Data Drift. 3 lessons · 3h
Module 2: Monitoring without labels
Module 2 of ML Monitoring and Data Drift. 3 lessons · 3h
Module 3: Alert design
Module 3 of ML Monitoring and Data Drift. 2 lessons · 2h
Module 4: Retraining triggers
Module 4 of ML Monitoring and Data Drift. 2 lessons · 2h
Lessons in this course
- Why models decay
- Data drift vs concept drift
- Statistical drift tests
- Monitoring without labels
- Performance tracking with delayed labels
- Feature quality checks
- Alert design
- Root-causing a degraded model
- Retraining triggers
- Building a monitoring dashboard
Instructor
Elena Sokolova — Applied ML Researcher
Elena Sokolova is a Applied ML Researcher with years of hands-on experience teaching ML Monitoring to thousands of learners worldwide.
Certificate
Finish every lesson and pass the final exam to earn a free, verifiable Learnera certificate for ML Monitoring and Data Drift. It can be downloaded as a PDF and shared on LinkedIn.
Career outcomes
Median global salary $150,000 per year · median India salary ₹21,00,000 per year · 27,692 open roles worldwide
- ML Monitoring Specialist
- Senior ML Monitoring Lead
- ML Monitoring Consultant
Frequently asked questions
Is the ML Monitoring and Data Drift course free?
Yes. Every Learnera course, including ML Monitoring and Data Drift, is completely free — lessons, quizzes, the final exam, and the certificate.
How long does ML Monitoring and Data Drift take?
10 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.