InterpretML

Repositories

• interpret

  Fit interpretable models. Explain blackbox machine learning.

  machine-learning ai scikit-learn artificial-intelligence transparency blackbox bias
  C++ MIT 488 3,904 68 (1 issue needs help) 2 Updated Jul 4, 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 81 575 24 6 Updated Jul 4, 2021

• 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 60 271 20 7 Updated Jul 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 48 257 30 (1 issue needs help) 23 Updated Jun 17, 2021

• interpretml.github.io

  webpage for InterpretML
  HTML MIT 0 2 0 0 Updated Jun 7, 2021

• docs

  Hosts static files specific to documentation.
  HTML 0 0 0 0 Updated May 21, 2021

• ebm2onnx

  A tool to convert EBM models to ONNX
  Python MIT 1 5 0 0 Updated May 20, 2021

• governance
  0 0 0 0 Updated May 20, 2021

• slicer

  Unified slicing for all Python data structures.

  python slicing
  Python MIT 0 20 2 0 Updated May 17, 2021