InterpretML

If a tree fell in your random forest, would anyone notice?

Pinned

interpret Public

Fit interpretable models. Explain blackbox machine learning.

C++ 5.3k 654
DiCE Public

Generate Diverse Counterfactual Explanations for any machine learning model.

Python 1k 155
ebm2onnx Public

A tool to convert EBM models to ONNX

Python 13 3
gam-changer Public

Editing machine learning models to reflect human knowledge and values

JavaScript 88 6

interpret-community Public
Interpret Community extends Interpret repository with additional interpretability techniques and utility functions to handle real-world datasets and workflows.

Python 376 MIT 79 19 5 Updated Mar 17, 2023
interpret Public
Fit interpretable models. Explain blackbox machine learning.

C++ 5,346 MIT 654 60 (2 issues need help) 4 Updated Mar 17, 2023
DiCE Public
Generate Diverse Counterfactual Explanations for any machine learning model.

Python 1,043 MIT 155 51 10 Updated Mar 16, 2023
ebm2onnx Public
A tool to convert EBM models to ONNX

Python 13 MIT 3 0 0 Updated Mar 7, 2023
gam-changer Public
Editing machine learning models to reflect human knowledge and values

JavaScript 88 MIT 6 0 0 Updated Mar 5, 2023
interpretml.github.io Public
webpage for InterpretML

HTML 2 MIT 0 0 0 Updated Feb 28, 2023
slicer Public
Unified slicing for all Python data structures.

Python 26 MIT 1 2 0 Updated Feb 28, 2023
docs Public
Hosts static files specific to documentation.

HTML 0 0 0 0 Updated Feb 9, 2023
interpret-text Public
A library that incorporates state-of-the-art explainers for text-based machine learning models and visualizes the result with a built-in dashboard.

Python 361 MIT 64 37 (1 issue needs help) 50 Updated Jan 6, 2023
kdd2022-tutorial Public
Tutorial on Glassbox Machine Learning at KDD 2022

Jupyter Notebook 9 1 1 0 Updated Aug 16, 2022

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