Skip to content
@SelfExplainML

Self-Explanatory Machine Learning

High performance ML models that are inherently interpretable

Pinned Loading

  1. PiML-Toolbox Public

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

    Jupyter Notebook 1.2k 128

  2. Aletheia Public

    A Python package for unwrapping ReLU DNNs

    70 21

  3. GamiNet Public

    Forked from ZebinYang/gaminet

    GAMI-Net: Generalized Additive Models with Structured Interactions

    Python 31 9

  4. GamiNet-PyTorch Public

    Python 12 4

Repositories

Showing 10 of 11 repositories
  • PiML-Toolbox Public

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

    Jupyter Notebook 1,246 Apache-2.0 128 19 0 Updated Mar 30, 2025
  • SeqUD Public Forked from ZebinYang/SeqUD

    Sequential Uniform Design for Hyperparameter Optimization

    Python 2 BSD-3-Clause 8 0 0 Updated Mar 5, 2024
  • PyUniDOE Public Forked from ZebinYang/pyunidoe

    Python Package for Generating Uniform Designs

    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

    C++ 0 BSD-3-Clause 4 0 0 Updated Mar 5, 2024
  • Aletheia Public

    A Python package for unwrapping ReLU DNNs

    70 21 6 0 Updated Jan 19, 2024
  • GamiNet-PyTorch Public
    Python 12 GPL-3.0 4 0 0 Updated Sep 5, 2023
  • GamiNet Public Forked from ZebinYang/gaminet

    GAMI-Net: Generalized Additive Models with Structured Interactions

    Python 31 GPL-3.0 31 0 0 Updated May 13, 2022
  • SIMTree Public Forked from ZebinYang/SIMTree

    Single-index Model Tree

    Python 1 GPL-3.0 3 0 0 Updated Dec 27, 2021
  • ExNN Public Forked from ZebinYang/exnn

    Enhanced Explainable Neural Network

    Python 7 GPL-3.0 9 0 0 Updated Oct 6, 2021
  • GAMMLI Public

    Explainable Recommendation Systems

    Python 3 MIT 3 0 0 Updated Dec 13, 2020
View all repositories

People

This organization has no public members. You must be a member to see who’s a part of this organization.