Explainable AI

Explainable AI Courses/Courselets

Case-based reasoning for bankruptcy prediction

Courselet

Introduction of Case-based reasoning approach for bankruptcy prediction.

eXplainable AI in Credit Risk Management

Courselet

Shapley Curves: A smoothing perspective

Courselet

Shapley curves, nonparametric statistics, explainable ML, additive models, smoothing techniques

Introduction to XAI for Business

Courselet

Short-course taught at the ASE 2023 Summer School.

Variable Importance with missing values

Courselet

Sobol indices and Shapley values with missing values