Partial Dependence Plots — Roadmap Step & Resources
Visualizing how a feature affects predictions on average, holding others constant
- Level: advanced
- Estimated time: 1 days
- Roadmap: Machine Learning
Before this step
Study resources
- Partial Dependence and Individual Conditional Expectation plots (Article) — The official scikit-learn documentation on partial dependence plots.
- Partial Dependence Plots Explained (Video) — Covers reading a PDP to understand a feature's marginal effect.
Part of
- Model Interpretability & Explainability — section
- Machine Learning roadmap — the full learning path