InterpretML

All

15 repositories

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
•188•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
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
•732•6.3k•104•3•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•30•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
•8•60•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•421•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
•67•416•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