Chapter 14 Introduction to Dataset-level Exploration

Learning objectives:

  • Dataset-level (global) explanations
  • Understand how do the model predictions perform overall
  • Model variable importance
  • Understand how does a selected variable influence the model’s predictions
  • Discover whether there are observations where the model yields wrong predictions