This release contains more support for the new API, many bug fixes, and preliminary model agnostic text/image explainer support (still beta). Specific contributions include:
- Fix Sampling explainer sample counting issue courtesy of @tcbegley
- Add multi-bar plotting support.
- Preliminary support for cohorts.
- Fixed an import error courtesy of @suragnair
- Fix Tree explainer issues with isolation forests with max_features < 1 courtesy of @zhanjiezhu
- Huge documentation cleanup and update courtesy of @lrjball
- Typo fix courtesy of @anusham1990
- Added a documentation notebook for the Exact explainer.
- Text and Image explainers courtesy of @anusham1990 and Ryan Serrao
- Bug fix for shap.utils.hclust
- Initial support for InterpretML EBM models.
- Added column grouping functionality to Explainer objects.
- Fix for loop index bug in Deep explainer for PyTorch courtesy of @quentinRaq
- Initial text to text visualization concepts courtesy of @vivekchettiar
- Color conversion warning fix courtesy of @wangjoshuah
- Fix invertibility issues in Kernel explainer with the pseudoinverse courtesy of @PrimozGodec
- New benchmark code courtesy of @maggiewu19 and @vivekchettiar
- Other small bug fixes and enhancements.