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 |