InterpretML

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

Pinned repositories

interpret

Fit interpretable models. Explain blackbox machine learning.

C++ 3.5k 441
interpret-text

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 215 44
DiCE

Generate Diverse Counterfactual Explanations for any machine learning model.

Python 474 71

interpret-community

The Interpret Community extends Interpret repo with additional interpretability techniques and utility functions to handle real-world datasets and workflows.

explainer interpretable-models mimic-explainer tabular-explainer explanationdashboard

Python MIT 58 238 22 19 Updated Mar 2, 2021
interpret-text

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 nlp npm text-classification jupyter-notebook azure-sdk data-scientists

Python MIT 44 215 29 (1 issue needs help) 8 Updated Mar 2, 2021
interpret

Fit interpretable models. Explain blackbox machine learning.

machine-learning ai scikit-learn artificial-intelligence transparency blackbox bias

C++ MIT 441 3,505 52 (1 issue needs help) 3 Updated Mar 2, 2021
DiCE

Generate Diverse Counterfactual Explanations for any machine learning model.

machine-learning deep-learning explainable-ai explainable-ml xai interpretable-machine-learning counterfactual-explanations

Python MIT 71 474 12 1 Updated Mar 1, 2021
interpretml.github.io

webpage for InterpretML

HTML MIT 0 3 0 0 Updated Feb 3, 2021
slicer

Unified slicing for all Python data structures.

python slicing

Python MIT 0 14 2 0 Updated Dec 16, 2020
governance

0 0 0 0 Updated Nov 19, 2020

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