Feature Importance — Roadmap Step & Resources
Built-in importance scores from tree-based models and their limitations
- Level: advanced
- Estimated time: 1 days
- Roadmap: Machine Learning
Interview questions
- Why can feature importance from a random forest be misleading with correlated features?
Study resources
- Permutation feature importance (Article) — The official scikit-learn documentation on measuring feature importance.
- Feature Importance Explained (Video) — A practical walkthrough of interpreting feature importance from a trained model.
Part of
- Model Interpretability & Explainability — section
- Machine Learning roadmap — the full learning path