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@SelfExplainML

Self-Explanatory Machine Learning

High performance ML models that are inherently interpretable

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  1. PiML-Toolbox PiML-Toolbox Public

    PiML (Python Interpretable Machine Learning) toolbox for model development & diagnostics

    Jupyter Notebook 1.2k 123

  2. Aletheia Aletheia Public

    A Python package for unwrapping ReLU DNNs

    71 20

  3. GamiNet GamiNet Public

    Forked from ZebinYang/gaminet

    GAMI-Net: Generalized Additive Models with Structured Interactions

    Python 30 9

  4. GamiNet-PyTorch GamiNet-PyTorch Public

    Python 12 3

Repositories

Showing 10 of 11 repositories
  • PiML-Toolbox Public

    PiML (Python Interpretable Machine Learning) toolbox for model development & diagnostics

    SelfExplainML/PiML-Toolbox’s past year of commit activity
    Jupyter Notebook 1,223 Apache-2.0 123 16 0 Updated Oct 28, 2024
  • SeqUD Public Forked from ZebinYang/SeqUD

    Sequential Uniform Design for Hyperparameter Optimization

    SelfExplainML/SeqUD’s past year of commit activity
    Python 2 BSD-3-Clause 6 0 0 Updated Mar 5, 2024
  • PyUniDOE Public Forked from ZebinYang/pyunidoe

    Python Package for Generating Uniform Designs

    SelfExplainML/PyUniDOE’s past year of commit activity
    C++ 1 BSD-3-Clause 4 0 0 Updated Mar 5, 2024
  • UniDOE Public Forked from ZebinYang/UniDOE

    R Package for Generating Uniform Design of Experiments

    SelfExplainML/UniDOE’s past year of commit activity
    C++ 0 BSD-3-Clause 4 0 0 Updated Mar 5, 2024
  • Aletheia Public

    A Python package for unwrapping ReLU DNNs

    SelfExplainML/Aletheia’s past year of commit activity
    71 20 6 0 Updated Jan 19, 2024
  • GamiNet-PyTorch Public
    SelfExplainML/GamiNet-PyTorch’s past year of commit activity
    Python 12 GPL-3.0 3 0 0 Updated Sep 5, 2023
  • GamiNet Public Forked from ZebinYang/gaminet

    GAMI-Net: Generalized Additive Models with Structured Interactions

    SelfExplainML/GamiNet’s past year of commit activity
    Python 30 GPL-3.0 30 0 0 Updated May 13, 2022
  • SIMTree Public Forked from ZebinYang/SIMTree

    Single-index Model Tree

    SelfExplainML/SIMTree’s past year of commit activity
    Python 1 GPL-3.0 3 0 0 Updated Dec 27, 2021
  • ExNN Public Forked from ZebinYang/exnn

    Enhanced Explainable Neural Network

    SelfExplainML/ExNN’s past year of commit activity
    Python 7 GPL-3.0 8 0 0 Updated Oct 6, 2021
  • GAMMLI Public

    Explainable Recommendation Systems

    SelfExplainML/GAMMLI’s past year of commit activity
    Python 3 MIT 3 0 0 Updated Dec 13, 2020
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