https://github.com/laminetourelab/explainable-ai
In this repository you will fine explainability of machine learning models.
https://github.com/laminetourelab/explainable-ai
explainability explainable-ai explainable-ml explainerdashboard interpretability lime machine-learning model shap shapash shapely shapley shapley-additive-explanations
Last synced: 4 months ago
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In this repository you will fine explainability of machine learning models.
- Host: GitHub
- URL: https://github.com/laminetourelab/explainable-ai
- Owner: LamineTourelab
- License: mit
- Created: 2022-10-13T09:49:49.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2023-02-17T22:18:41.000Z (over 2 years ago)
- Last Synced: 2025-01-01T06:13:04.382Z (5 months ago)
- Topics: explainability, explainable-ai, explainable-ml, explainerdashboard, interpretability, lime, machine-learning, model, shap, shapash, shapely, shapley, shapley-additive-explanations
- Homepage:
- Size: 8.79 KB
- Stars: 6
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Explanability-of-ML-models
In this repository you will fine explainability of machine learning models.
## Books and tools
+ [Christophm book](https://christophm.github.io/interpretable-ml-book/preface-by-the-author.html)
+ [Awesome Interpretable Machine Learning](https://github.com/lopusz/awesome-interpretable-machine-learning/blob/master/README.org)
+ [Shap](https://github.com/slundberg/shap)
+ [Explainer Dashboard](https://explainerdashboard.readthedocs.io/en/latest/)
+ [LIME in Python](https://github.com/marcotcr/lime) and [in R](https://github.com/thomasp85/lime)
+ [Interpretable AI - Building Explainable Machine Learning Systems](https://github.com/thampiman/interpretable-ai-book)
## Open Courses
[Interpretability and Explainability in Machine Learning Harvard](https://interpretable-ml-class.github.io/)
