Logistic Regression — Roadmap Step & Resources
Modeling the probability of a binary outcome
- Level: intermediate
- Estimated time: 1 days
- Roadmap: Machine Learning
Interview questions
- Why is logistic regression called a classification algorithm despite the name 'regression'?
Study resources
- Logistic Regression (Video) — Useful study resource that explains key concepts, applications, and examples of Logistic Regression in an easy-to-understand manner.
- Logistic Regression, Clearly Explained!!! (Video) — StatQuest's widely-loved explanation of logistic regression.
- Logistic Regression (Article) — The official scikit-learn documentation for LogisticRegression.
- 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 Logistic 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 Logistic Regression.
Part of
- Supervised Learning: Classification — section
- Machine Learning roadmap — the full learning path