Self-Explanatory Machine Learning

All

11 repositories

PiML-Toolbox
Public
PiML (Python Interpretable Machine Learning) toolbox for model development & diagnostics
low-code interpretable-machine-learning model-diagnostics ml-workflow
Jupyter Notebook
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Apache License 2.0
•132•1.3k•19•0•Updated Mar 30, 2025Mar 30, 2025
SeqUD
Public
Sequential Uniform Design for Hyperparameter Optimization
Python
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BSD 3-Clause "New" or "Revised" License
•8•2•0•0•Updated Mar 5, 2024Mar 5, 2024
PyUniDOE
Public
Python Package for Generating Uniform Designs
C++
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BSD 3-Clause "New" or "Revised" License
•4•1•0•0•Updated Mar 5, 2024Mar 5, 2024
UniDOE
Public
R Package for Generating Uniform Design of Experiments
C++
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BSD 3-Clause "New" or "Revised" License
•3•0•0•0•Updated Mar 5, 2024Mar 5, 2024
Aletheia
Public
A Python package for unwrapping ReLU DNNs
deep-neural-networks local-linear-models explainable-ai local-interpretation self-explanatory-ml
21•70•6•0•Updated Jan 19, 2024Jan 19, 2024
GamiNet-PyTorch
Public
Python
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GNU General Public License v3.0
•4•12•0•0•Updated Sep 5, 2023Sep 5, 2023
GamiNet
Public
GAMI-Net: Generalized Additive Models with Structured Interactions
generalized-additive-models explainable-ai pairwise-interactions self-explanatory-ml
Python
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GNU General Public License v3.0
•29•31•0•0•Updated May 13, 2022May 13, 2022
SIMTree
Public
Single-index Model Tree
Python
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GNU General Public License v3.0
•3•1•0•0•Updated Dec 27, 2021Dec 27, 2021
ExNN
Public
Enhanced Explainable Neural Network
explainable-ai self-explanatory-ml explainable-neural-networks projection-pursuit-learning generalized-additive-index-models
Python
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GNU General Public License v3.0
•9•7•0•0•Updated Oct 6, 2021Oct 6, 2021
GAMMLI
Public
Explainable Recommendation Systems
recommendation-system generalized-additive-models explainable-ai self-explanatory-ml
Python
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MIT License
•3•3•0•0•Updated Dec 13, 2020Dec 13, 2020
GAIM
Public
Generalized additive index modeling
explainable-ai projection-pursuit self-explanatory-ml additive-index-model
Python
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BSD 3-Clause "New" or "Revised" License
•2•3•0•0•Updated Dec 7, 2020Dec 7, 2020