Feature Engineering for Machine Learning
Free Intermediate course · 10 lessons · 2 weeks · Certificate on completion
The work that decides model quality: encoding, scaling, leakage, and feature stores. 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 features beat algorithms
- Numeric transformations
- Categorical encoding choices
- Date, text and geo features
- Handling missing values
- Detecting target leakage
Skills you'll pick up
- Why features beat algorithms
- Numeric transformations
- Categorical encoding choices
- Date, text and geo features
- Handling missing values
- Detecting target leakage
Tools covered
- Feature Engineering
- Real-world projects
- Quizzes
- Final exam
Course modules
Module 1: Why features beat algorithms
Module 1 of Feature Engineering for Machine Learning. 3 lessons · 3h
Module 2: Numeric transformations
Module 2 of Feature Engineering for Machine Learning. 3 lessons · 3h
Module 3: Categorical encoding choices
Module 3 of Feature Engineering for Machine Learning. 3 lessons · 3h
Module 4: Date, text and geo features
Module 4 of Feature Engineering for Machine Learning. 1 lessons · 1h
Lessons in this course
- Why features beat algorithms
- Numeric transformations
- Categorical encoding choices
- Date, text and geo features
- Handling missing values
- Detecting target leakage
- Feature selection methods
- Pipelines and reproducibility
- Feature stores and reuse
- A feature engineering case study
Instructor
Leila Haddad — Responsible AI Advisor
Leila Haddad is a Responsible AI Advisor with years of hands-on experience teaching Feature Engineering to thousands of learners worldwide.
Certificate
Finish every lesson and pass the final exam to earn a free, verifiable Learnera certificate for Feature Engineering for Machine Learning. It can be downloaded as a PDF and shared on LinkedIn.
Career outcomes
Median global salary $125,000 per year · median India salary ₹17,50,000 per year · 102,510 open roles worldwide
- Feature Engineering Specialist
- Senior Feature Engineering Lead
- Feature Engineering Consultant
Frequently asked questions
Is the Feature Engineering for Machine Learning course free?
Yes. Every Learnera course, including Feature Engineering for Machine Learning, is completely free — lessons, quizzes, the final exam, and the certificate.
How long does Feature Engineering for Machine Learning take?
10 lessons, typically completed in 2 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.