Linear Regression — Roadmap Step & Resources
Fitting a straight-line relationship between features and a continuous target
- Level: intermediate
- Estimated time: 1 days
- Roadmap: Machine Learning
Interview questions
- What assumptions does linear regression make about the data?
Study resources
- The Essence of Linear Regression!!! (Video) — StatQuest's widely-loved, step-by-step explanation of linear regression.
- Linear Regression (Article) — The official scikit-learn documentation for LinearRegression.
- StatQuest: Linear Regression / Logistic Regression, Clearly Explained — YouTube (via Class Central index) (Video) — StatQuest: Linear Regression / Logistic Regression, Clearly Explained — YouTube (via Class Central index) — resource aligned with Linear Regression.
- Machine Learning Simplified — SlideShare (Linear Regression, Decision Tree, KNN, Logistic Regression overview) (Article) — Machine Learning Simplified — SlideShare (Linear Regression, Decision Tree, KNN, Logistic Regression overview) — resource aligned with Linear Regression.
Part of
- Supervised Learning: Regression — section
- Machine Learning roadmap — the full learning path