ricardobarroslourenco / XAI-Tutorials

Self-explanatory tutorials for different model-agnostic and model-specific XAI methods

Tutorials for eXplainable Artificial Intelligence (XAI) methods

This repository contains a collection of self-explanatory tutorials for different model-agnostic and model-specific XAI methods. Each tutorial comes with a video lecture and practical exercises.

List of Tutorials for Model-Agnostic Methods

• Permutation Feature Importance
• SHapley Additive exPlanations (SHAP)
• Local Interpretable Model-Agnostic Explanations

List of Tutorials for Model-Specific Methods

• Forest-Guided Clustering
• Grad-CAM