Model Oriented

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55 repositories

fairmodels
Public
Flexible tool for bias detection, visualization, and mitigation
fairness model-evaluation explainable-ml fairness-ml explain-classifiers fairness-comparison
R
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GNU General Public License v3.0
•16•86•4•0•Updated Jan 31, 2025Jan 31, 2025
hstats
Public
Friedman's H-statistics
machine-learning statistics rstats interaction rstat interpretability xai
R
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GNU General Public License v2.0
•0•29•0•1•Updated Jan 24, 2025Jan 24, 2025
shapviz
Public
SHAP Plots in R
visualization machine-learning rstats explainable-ai xai shap shapley-value
R
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GNU General Public License v2.0
•14•86•2•0•Updated Jan 19, 2025Jan 19, 2025
DALEX
Public
moDel Agnostic Language for Exploration and eXplanation
black-box data-science predictive-modeling fairness interpretability explainable-artificial-intelligence explainable-ai explainable-ml xai model-visualization
Python
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GNU General Public License v3.0
•168•1.4k•22•2•Updated Oct 2, 2024Oct 2, 2024
kernelshap
Public
Different SHAP algorithms
machine-learning rstats interpretability explainable-ai xai interpretable-machine-learning shap
R
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GNU General Public License v2.0
•7•44•0•0•Updated Sep 8, 2024Sep 8, 2024
DALEXtra
Public
Extensions for the DALEX package
extension-for-dalex-package
R
•10•66•1•1•Updated Aug 13, 2024Aug 13, 2024
CVE-AI
Public
CVE-AI Common Vulnerabilities and Exposures for AI
validation ai cve red-teaming red-xai validation-report
JavaScript
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MIT License
•0•0•0•0•Updated Jul 30, 2024Jul 30, 2024
treeshap
Public
Compute SHAP values for your tree-based models using the TreeSHAP algorithm
interpretability explainable-artificial-intelligence explainable-ai xai interpretable-machine-learning iml shap explainability shapley-value responsible-ml
R
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GNU General Public License v3.0
•24•82•14•2•Updated Jul 25, 2024Jul 25, 2024
survex
Public
Explainable Machine Learning in Survival Analysis
variable-importance biostatistics survival-analysis cox-regression cox-model time-to-event censored-data interpretable-ml explainable-ai explainable-ml
R
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GNU General Public License v3.0
•11•105•8•0•Updated Jun 15, 2024Jun 15, 2024
forester
Public
Trees are all you need
HTML
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GNU General Public License v3.0
•15•113•10•0•Updated Jun 5, 2024Jun 5, 2024
randomForestExplainer
Public
A set of tools to understand what is happening inside a Random Forest
cran random-forest
R
•37•231•3•2•Updated Mar 25, 2024Mar 25, 2024
DALEX-docs
Public
Documentation for the DALEX project
python documentation r jupyter-notebook vignette dalex
Jupyter Notebook
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Creative Commons Attribution Share Alike 4.0 International
•39•36•2•12•Updated Feb 28, 2024Feb 28, 2024
auditor
Public
Model verification, validation, and error analysis
machine-learning classification regression-models model-validation error-analysis residuals explainable-artificial-intelligence xai
R
•14•58•7•2•Updated Jan 9, 2024Jan 9, 2024
Arena
Public
Interactive XAI dashboard
explainable-artificial-intelligence xai iml explanatory-model-analysis model-arena
Vue
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GNU General Public License v3.0
•1•22•1•1•Updated Jan 3, 2024Jan 3, 2024
iBreakDown
Public
Break Down with interactions for local explanations (SHAP, BreakDown, iBreakDown)
interpretability xai shapley iml breakdown
R
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GNU General Public License v3.0
•15•83•4•0•Updated Nov 30, 2023Nov 30, 2023
modelStudio
Public
📍 Interactive Studio for Explanatory Model Analysis
visualization learning r ai interactive model machine human interactivity interpretability
R
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GNU General Public License v3.0
•32•328•4•0•Updated Aug 31, 2023Aug 31, 2023
shapper
Public
An R wrapper of SHAP python library
R
•14•58•14•1•Updated May 25, 2023May 25, 2023
mogger
Public
Logger for Predictive Models
Java
•0•2•1•1•Updated Apr 14, 2023Apr 14, 2023
ingredients
Public
Effects and Importances of Model Ingredients
R
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GNU General Public License v3.0
•19•37•3•2•Updated Mar 15, 2023Mar 15, 2023
DrWhy
Public
DrWhy is the collection of tools for eXplainable AI (XAI). It's based on shared principles and simple grammar for exploration, explanation and visualisation of predictive models.
R
•85•683•1•0•Updated Feb 21, 2023Feb 21, 2023
DrWhyTemplate
Public
CSS
•1•2•0•0•Updated Feb 16, 2023Feb 16, 2023
AI-strategies-papers-regulations-monitoring
Public
Monitoring of AI strategies, papers, and regulations
Jupyter Notebook
•3•7•13•1•Updated Jan 18, 2023Jan 18, 2023
metaMIMIC
Public
Jupyter Notebook
•2•12•0•0•Updated Oct 10, 2022Oct 10, 2022
rSAFE
Public
Surrogate Assisted Feature Extraction in R
machine-learning feature-extraction feature-engineering interpretability xai iml
R
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GNU General Public License v3.0
•6•28•2•0•Updated Aug 13, 2022Aug 13, 2022
modelDown
Public
modelDown generates a website with HTML summaries for predictive models
R
•14•119•5•2•Updated Jul 8, 2022Jul 8, 2022
piBreakDown
Public
python version of iBreakDown
Python
•
GNU General Public License v3.0
•3•4•1•1•Updated Jun 21, 2022Jun 21, 2022
EloML
Public
R package EloML: Elo rating system for machine learning models
R
•3•24•3•0•Updated Jun 17, 2022Jun 17, 2022
FairPAN
Public
R
•3•6•1•0•Updated Oct 4, 2021Oct 4, 2021
localModel
Public
LIME-like explanations with interpretable features based on Ceteris Paribus curves. Now on CRAN.
R
•3•14•0•0•Updated Sep 19, 2021Sep 19, 2021
SAFE
Public
Surrogate Assisted Feature Extraction
Python
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MIT License
•9•36•1•1•Updated Aug 19, 2021Aug 19, 2021