Self-Explanatory Machine Learning

High performance ML models that are inherently interpretable

Pinned Repositories

Aletheia
A Python package for unwrapping ReLU DNNs
71 7 820
ExNN
Enhanced Explainable Neural Network
Language:Python7 2 03
GAIM
Generalized additive index modeling
Language:Python3 2 02
GamiNet
GAMI-Net: Generalized Additive Models with Structured Interactions
Language:Python30 2 09
GamiNet-PyTorch
Language:Python12 0 03
GAMMLI
Explainable Recommendation Systems
Language:Python3 1 13
PiML-Toolbox
PiML (Python Interpretable Machine Learning) toolbox for model development & diagnostics
Language:Jupyter Notebook1.2k 25 56123
PyUniDOE
Python Package for Generating Uniform Designs
Language:C++1 1 00
SeqUD
Sequential Uniform Design for Hyperparameter Optimization
Language:Python2 1 00
SIMTree
Single-index Model Tree
Language:Python1 1 01

Self-Explanatory Machine Learning's Repositories

SelfExplainML/PiML-Toolbox
PiML (Python Interpretable Machine Learning) toolbox for model development & diagnostics
Language:Jupyter Notebook1.2k 25 56123
SelfExplainML/Aletheia
A Python package for unwrapping ReLU DNNs
71 7 820
SelfExplainML/GamiNet
GAMI-Net: Generalized Additive Models with Structured Interactions
Language:Python30 2 09
SelfExplainML/GamiNet-PyTorch
Language:Python12 0 03
SelfExplainML/ExNN
Enhanced Explainable Neural Network
Language:Python7 2 03
SelfExplainML/GAIM
Generalized additive index modeling
Language:Python3 2 02
SelfExplainML/GAMMLI
Explainable Recommendation Systems
Language:Python3 1 13
SelfExplainML/SeqUD
Sequential Uniform Design for Hyperparameter Optimization
Language:Python2 1 00
SelfExplainML/PyUniDOE
Python Package for Generating Uniform Designs
Language:C++1 1 00
SelfExplainML/SIMTree
Single-index Model Tree
Language:Python1 1 01
SelfExplainML/UniDOE
R Package for Generating Uniform Design of Experiments
Language:C++0 1 01