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 |