EXPEKCTATION

Softwares

Pyxai

PyXAI (Python eXplainable AI) is a Python library (version 3.6 or later) allowing to bring formal explanations suited to (regression or classification) tree-based ML models (Decision Trees, Random Forests, Boosted Trees, ...). PyXAI generates explanations that are post-hoc, local and faithful.

PyXAI also includes algorithms for correcting tree-based models when their predictions conflict with pieces of user knowledge. Rectification is a principled approach for such a correction operation.

Please visit the following links for more information:

• the web site containing the documentation and examples with more than 10 jupyter notebooks available.
• The github project page