fairness-assessment

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fairlearn /fairlearn

A Python package to assess and improve fairness of machine learning models.

machine-learning ai artificial-intelligence fairness ai-systems fairness-ai fairness-ml responsible-ai unfairness-mitigation fairness-assessment harms group-fairness

UpdatedMar 20, 2025
Python

ashryaagr /Fairness.jl

Star31

Julia Toolkit with fairness metrics and bias mitigation algorithms

machine-learning julia fairness fairness-ml mlj bias-mitigation fairness-assessment bias-audit

UpdatedFeb 5, 2024
Julia

wearepal /EthicML

Star23

Package for evaluating the performance of methods which aim to increase fairness, accountability and/or transparency

data-science machine-learning computer-vision toolkit pytorch fairness ethical-artificial-intelligence machine-bias ethical-data-science fairness-awareness-model algorithmic-fairness fairness-ai fairness-ml responsible-ai fairness-assessment fairness-comparison

UpdatedDec 7, 2024
Python

agroportal /fairness

Star19

This project is a FAIRness assessment tool for ontologies, vocabularies and semantic resources.

java ontologies fairness-assessment semantic-resources

UpdatedMar 12, 2025
Java

hharcolezi /ldp-fairness-impact

Star8

Repository for the DBSec 2023 paper "(Local) Differential Privacy has NO Disparate Impact on Fairness"

privacy fairness differential-privacy fairness-ml fairness-assessment local-differential-privacy

UpdatedJul 31, 2023
Jupyter Notebook

yromano /fair_dummies

Star3

implementation of fair dummies

neural-network regression fairness multiclass-classification conditional-independence prediction-intervals fairness-testing fairness-awareness-model equalized-odds fairness-ml fairness-assessment

UpdatedJan 13, 2022
Jupyter Notebook

huahuang95 /Data-Ethics

Star1

US Income Tax Audit Algorithms

exploratory-data-analysis decision-tree data-ethics fairness-assessment

UpdatedAug 14, 2021
Jupyter Notebook

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