TIC is a library that acts as a Toolbox for Interpretability Comparison.
Project description
Library to the Toolbox for Interpretability Comparison
- Free software: MIT license
- Documentation: https://tommartensen.de/tic.
Features
- Interface to create interpretations as:
- direct extraction of feature importances, e.g. from coefficients
- global feature importances from surrogate models
- local and global explanations from Local Interpretable Model Explanations (LIME)
- local and global explanations from SHAP
History
0.1.0 (2019-10-04)
- Package skeleton
0.2.0 (2019-10-08)
- Feature Importance Extraction from different interpretability models:
- Direct feature importances
- Global surrogate models
- LIME
- SHAP
- Updated documentation served here.
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