Chapter 21 FIFA 19

Learning objectives:

• Case study approach to integrating and reinforcing techniques covered earlier in the text
• Areas covered:
  • Data exploration and transformation
  • Model building
  • Graphical and metric-based model evaluation
  • Data set level explanations: permutation feature importance and PD plots
  • Instance level explanations: BD plots, Shapley values, CP profiles, local fidelity plots, local stability plots