InterpretML

Repositories

• interpret

  Fit interpretable models. Explain blackbox machine learning.

  machine-learning ai scikit-learn artificial-intelligence transparency blackbox bias
  C++ MIT 365 2,959 43 (1 issue needs help) 4 Updated Aug 19, 2020

• 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 47 328 2 0 Updated Aug 18, 2020

• 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 41 172 17 15 Updated Aug 13, 2020

• 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 30 141 23 (1 issue needs help) 5 Updated Aug 4, 2020

• interpretml.github.io

  webpage for InterpretML
  HTML MIT 0 2 0 0 Updated Aug 3, 2020

• assets

  Files so big, we had to place them in another repo.
  MIT 0 0 0 0 Updated Aug 3, 2020