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@interpretml

InterpretML

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

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  1. interpret interpret Public

    Fit interpretable models. Explain blackbox machine learning.

    C++ 6.3k 731

  2. DiCE DiCE Public

    Generate Diverse Counterfactual Explanations for any machine learning model.

    Python 1.4k 188

  3. ebm2onnx ebm2onnx Public

    A tool to convert EBM models to ONNX

    Python 21 5

  4. gam-changer gam-changer Public

    Editing machine learning models to reflect human knowledge and values

    JavaScript 123 11

Repositories

Showing 10 of 15 repositories
  • interpret Public

    Fit interpretable models. Explain blackbox machine learning.

    interpretml/interpret’s past year of commit activity
    C++ 6,294 MIT 731 104 (2 issues need help) 4 Updated Nov 15, 2024
  • ebm2onnx Public

    A tool to convert EBM models to ONNX

    interpretml/ebm2onnx’s past year of commit activity
    Python 21 MIT 5 1 0 Updated Nov 5, 2024
  • docs Public

    Hosts static files specific to documentation.

    interpretml/docs’s past year of commit activity
    HTML 1 0 0 0 Updated Oct 24, 2024
  • LLM-Tabular-Memorization-Checker Public

    Testing Language Models for Memorization of Tabular Datasets.

    interpretml/LLM-Tabular-Memorization-Checker’s past year of commit activity
    Jupyter Notebook 29 MIT 4 0 0 Updated Oct 20, 2024
  • FasterRisk Public

    Create sparse and accurate risk scoring systems!

    interpretml/FasterRisk’s past year of commit activity
    Python 31 BSD-3-Clause 5 3 0 Updated Aug 3, 2024
  • TalkToEBM Public

    A Natural Language Interface to Explainable Boosting Machines

    interpretml/TalkToEBM’s past year of commit activity
    Jupyter Notebook 60 MIT 8 0 0 Updated Jul 5, 2024
  • interpret-community Public

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

    interpretml/interpret-community’s past year of commit activity
    Python 421 MIT 85 23 5 Updated Jun 4, 2024
  • DiCE Public

    Generate Diverse Counterfactual Explanations for any machine learning model.

    interpretml/DiCE’s past year of commit activity
    Python 1,364 MIT 188 78 13 Updated Apr 17, 2024
  • interpretml.github.io Public

    webpage for InterpretML

    interpretml/interpretml.github.io’s past year of commit activity
    HTML 5 MIT 0 0 0 Updated Mar 19, 2024
  • slicer Public

    Unified slicing for all Python data structures.

    interpretml/slicer’s past year of commit activity
    Python 36 MIT 4 2 0 Updated Mar 9, 2024
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