In this post, I am providing a summary of XAI-based techniques. this post will cover the XAI-based techniques for the different stages of the machine learning pipeline.

The XAI techniques are generally divided into post- and ante-hoc approaches, with the global and local explanation options. Where global explains the overall model whereas local talks about the particular instances of the model.

XAI Techniques Year_developed
SHAP 2017
LIME 2016
PDP 2018
ICE 2018
Anchors 2018
game_theory 2018
XAI 2018