InterpretML

All

15 repositories

interpret
Public
Fit interpretable models. Explain blackbox machine learning.
machine-learning ai scikit-learn artificial-intelligence transparency blackbox bias differential-privacy gradient-boosting interpretability
C++
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MIT License
•735•6.3k•103•3•Updated Dec 14, 2024Dec 14, 2024
DiCE
Public
Generate Diverse Counterfactual Explanations for any machine learning model.
machine-learning deep-learning explainable-ai explainable-ml xai interpretable-machine-learning counterfactual-explanations
Python
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MIT License
•190•1.4k•78•14•Updated Nov 22, 2024Nov 22, 2024
docs
Public
Hosts static files specific to documentation.
HTML
•0•1•0•0•Updated Nov 20, 2024Nov 20, 2024
ebm2onnx
Public
A tool to convert EBM models to ONNX
Python
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MIT License
•5•21•1•0•Updated Nov 5, 2024Nov 5, 2024
LLM-Tabular-Memorization-Checker
Public
Testing Language Models for Memorization of Tabular Datasets.
Jupyter Notebook
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MIT License
•4•31•0•0•Updated Oct 20, 2024Oct 20, 2024
FasterRisk
Public
Create sparse and accurate risk scoring systems!
Python
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BSD 3-Clause "New" or "Revised" License
•5•32•3•0•Updated Aug 3, 2024Aug 3, 2024
TalkToEBM
Public
A Natural Language Interface to Explainable Boosting Machines
Jupyter Notebook
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MIT License
•9•61•0•0•Updated Jul 5, 2024Jul 5, 2024
interpret-community
Public
Interpret Community extends Interpret repository with additional interpretability techniques and utility functions to handle real-world datasets and workflows.
pytorch explainer interpretable-models mimic-explainer tabular-explainer explanationdashboard python machine-learning deep-learning
Python
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MIT License
•85•423•23•5•Updated Jun 4, 2024Jun 4, 2024
interpretml.github.io
Public
webpage for InterpretML
HTML
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MIT License
•0•5•0•0•Updated Mar 19, 2024Mar 19, 2024
slicer
Public
Unified slicing for all Python data structures.
python slicing
Python
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MIT License
•4•36•2•0•Updated Mar 9, 2024Mar 9, 2024
interpret-text
Public
A library that incorporates state-of-the-art explainers for text-based machine learning models and visualizes the result with a built-in dashboard.
python nlp npm text-classification azure-sdk data-analyst black-box-explanations local-explanations grey-box-explainers microsoft-azureml
Python
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MIT License
•69•419•42•50•Updated Feb 5, 2024Feb 5, 2024
governance
Public
0•1•0•0•Updated Dec 15, 2023Dec 15, 2023
fastSparse
Public
Jupyter Notebook
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MIT License
•7•21•1•0•Updated Nov 20, 2023Nov 20, 2023
gam-changer
Public
Editing machine learning models to reflect human knowledge and values
machine-learning interpretability visualization
JavaScript
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MIT License
•11•123•4•0•Updated Oct 3, 2023Oct 3, 2023
kdd2022-tutorial
Public
Tutorial on Glassbox Machine Learning at KDD 2022
Jupyter Notebook
•1•8•1•0•Updated Aug 16, 2022Aug 16, 2022