Winning Tabular ML: Kaggle-Style Workflows
Free Advanced course · 10 lessons · 4 weeks · Certificate on completion
Learn the validation, feature and ensembling discipline used by top Kaggle competitors. 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
- Reading a competition like a pro
- Trustworthy cross-validation
- Leakage hunting
- Target and frequency encoding
- Feature generation at scale
- Model diversity
Skills you'll pick up
- Reading a competition like a p
- Trustworthy cross-validation
- Leakage hunting
- Target and frequency encoding
- Feature generation at scale
- Model diversity
Tools covered
- Tabular ML Workflows
- Real-world projects
- Quizzes
- Final exam
Course modules
Module 1: Reading a competition like a pro
Module 1 of Winning Tabular ML: Kaggle-Style Workflows. 3 lessons · 3h
Module 2: Target and frequency encoding
Module 2 of Winning Tabular ML: Kaggle-Style Workflows. 3 lessons · 3h
Module 3: Stacking and blending
Module 3 of Winning Tabular ML: Kaggle-Style Workflows. 2 lessons · 2h
Module 4: Reproducible experiment tracking
Module 4 of Winning Tabular ML: Kaggle-Style Workflows. 2 lessons · 2h
Lessons in this course
- Reading a competition like a pro
- Trustworthy cross-validation
- Leakage hunting
- Target and frequency encoding
- Feature generation at scale
- Model diversity
- Stacking and blending
- Pseudo-labelling
- Reproducible experiment tracking
- Writing up a winning solution
Instructor
Priya Nair — Data Science Lead
Priya Nair is a Data Science Lead with years of hands-on experience teaching Tabular ML Workflows to thousands of learners worldwide.
Certificate
Finish every lesson and pass the final exam to earn a free, verifiable Learnera certificate for Winning Tabular ML: Kaggle-Style Workflows. It can be downloaded as a PDF and shared on LinkedIn.
Career outcomes
Median global salary $135,000 per year · median India salary ₹18,90,000 per year · 109,106 open roles worldwide
- Tabular ML Workflows Specialist
- Senior Tabular ML Workflows Lead
- Tabular ML Workflows Consultant
Frequently asked questions
Is the Winning Tabular ML: Kaggle-Style Workflows course free?
Yes. Every Learnera course, including Winning Tabular ML: Kaggle-Style Workflows, is completely free — lessons, quizzes, the final exam, and the certificate.
How long does Winning Tabular ML: Kaggle-Style Workflows 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.