Scikit-learn in Depth
Free Intermediate course · 10 lessons · 3 weeks · Certificate on completion
Use scikit-learn's pipelines, transformers and model selection tools the professional way. 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
- The estimator API
- Pipelines and ColumnTransformer
- Custom transformers
- Cross-validation strategies
- Grid and randomised search
- Metrics for every task
Skills you'll pick up
- The estimator API
- Pipelines and ColumnTransforme
- Custom transformers
- Cross-validation strategies
- Grid and randomised search
- Metrics for every task
Tools covered
- Scikit-learn
- Real-world projects
- Quizzes
- Final exam
Course modules
Module 1: The estimator API
Module 1 of Scikit-learn in Depth. 3 lessons · 3h
Module 2: Cross-validation strategies
Module 2 of Scikit-learn in Depth. 3 lessons · 3h
Module 3: Calibration
Module 3 of Scikit-learn in Depth. 2 lessons · 2h
Module 4: Persisting pipelines
Module 4 of Scikit-learn in Depth. 2 lessons · 2h
Lessons in this course
- The estimator API
- Pipelines and ColumnTransformer
- Custom transformers
- Cross-validation strategies
- Grid and randomised search
- Metrics for every task
- Calibration
- Handling imbalanced classes
- Persisting pipelines
- Clean, reusable project layout
Instructor
Marcus Reid — Machine Learning Engineer
Marcus Reid is a Machine Learning Engineer with years of hands-on experience teaching Scikit-learn to thousands of learners worldwide.
Certificate
Finish every lesson and pass the final exam to earn a free, verifiable Learnera certificate for Scikit-learn in Depth. It can be downloaded as a PDF and shared on LinkedIn.
Career outcomes
Median global salary $120,000 per year · median India salary ₹16,80,000 per year · 54,932 open roles worldwide
- Scikit-learn Specialist
- Senior Scikit-learn Lead
- Scikit-learn Consultant
Frequently asked questions
Is the Scikit-learn in Depth course free?
Yes. Every Learnera course, including Scikit-learn in Depth, is completely free — lessons, quizzes, the final exam, and the certificate.
How long does Scikit-learn in Depth 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.