Chapter 2

Global Explanations

You will be able to decompose model behavior into main and interaction effects, measure model reliance, compare PDP and ALE plots, and recognize when averages or synthetic combinations become misleading.

• 1. Feature Decomposition→
• 2. Feature Interaction→
• 3. Permutation Feature Importance→
• 4. Partial Dependence Plots→
• 5. Accumulated Local Effects Plots→