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algorithmic-fairness

Here are 33 public repositories matching this topic...

yromano / cqr

Conformalized Quantile Regression

deep-learning random-forest prediction pytorch fairness quantile-regression conformal-prediction random-forest-regression prediction-intervals algorithmic-fairness conformal-methods

Updated Apr 6, 2022
Jupyter Notebook

rahmanidashti / FairRecSys

[Official Codes] Experiments on Generalizability of User-Oriented Fairness in Recommender Systems (SIGIR 2022)

python3 recsys reproducibility recommender-systems fairness notebook-jupyter google-colaboratory algorithmic-fairness user-fairness consumer-fairness

Updated May 17, 2022
Jupyter Notebook

kozodoi / fairness

R package for computing and visualizing fair ML metrics

machine-learning r fairness discrimination disparate-impact algorithmic-fairness fairness-ai fairness-ml algorithmic-discrimination

Updated Mar 19, 2023
R

YyzHarry / shortcut-ood-fairness

[Nature Medicine] The Limits of Fair Medical Imaging AI In Real-World Generalization

medical-imaging spurious-correlations shortcuts fairness subpopulation generalization algorithmic-fairness out-of-distribution bias-mitigation shortcut-learning ood-generalization nature-medicine

Updated Dec 19, 2023
Python

wearepal / EthicML

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

Updated Aug 27, 2024
Python

ogencoglu / fair_cyberbullying_detection

Source code and models for the paper "Cyberbullying Detection with Fairness Constraints". IEEE Internet Computing, 2020

machine-learning natural-language-processing deep-learning text-classification constrained-optimization cyberbullying fairness health-informatics sentence-embeddings ethical-artificial-intelligence cyberbullying-detection social-media-analysis algorithmic-fairness

Updated Mar 25, 2023
Jupyter Notebook

fair-search / fairsearch-fair-python

Python library with the core algorithms used to do FA*IR ranking.

python ranking algorithmic-fairness

Updated May 13, 2020
Python

fair-search / fairsearch-fair-for-elasticsearch

Fair search elasticsearch plugin

java elasticsearch ranking algorithmic-fairness

Updated Dec 9, 2022
Java

YyzHarry / vlm-fairness

Demographic Bias of Vision-Language Foundation Models in Medical Imaging

medical-imaging fairness subpopulation algorithmic-fairness bias-mitigation ood-generalization foundation-models vision-language-pretraining vision-language-model

Updated Feb 23, 2024
Python

trustworthy-machine-learning / trustworthy-machine-learning.github.io

A School for All Seasons on Trustworthy Machine Learning

privacy robustness machine-learning-attack model-explanation algorithmic-fairness algorithmic-transparency trustworthy-machine-learning machine-learning-privacy

Updated Jun 30, 2021

vefthym / fairER

FairER: Entity Resolution with Fairness Constraints

entity-resolution algorithmic-fairness

Updated Oct 31, 2023
Python

privacytrustlab / adversarial_bias

Analyzing Adversarial Bias and the Robustness of Fair Machine Learning

machine-learning bias robustness algorithmic-fairness data-poisoning

Updated Jun 18, 2021
Python

fair-search / fairsearch-deltr-python

Disparate Exposure in Learning To Rank for Python

python ranking learning-to-rank algorithmic-fairness

Updated Jun 15, 2019
Python

yangjenny / BiasMitigationRL

Code implementation for BiasMitigationRL, a reinforcement learning-based bias mitigation method.

reinforcement-learning algorithmic-fairness bias-mitigation

Updated Oct 3, 2023
Python

Amandarg / debias

Implementation of debiasing algorithm in "Debiasing Representations by Removing Unwanted Variation Due to Protected Attributes" on ProPublica's COMPAS data set

algorithmic-fairness

Updated May 9, 2018
Jupyter Notebook

Lake-Wang / Recommendation-System-Capstone

Base on deep learning implementation of collaborative filtering, enhance fairness in terms of closing performance gap across users from different subgroups of gender and age

collaborative-filtering recommendation-system algorithmic-fairness

Updated Jan 26, 2024
Python

fair-search / fairsearch-deltr-java

Disparate Exposure in Learning To Rank for Java

java ranking learning-to-rank algorithmic-fairness

Updated Jan 6, 2020
Java

hcorinna / gradual-compatibility

📝 Exploring the gradual (in)compatibility of the fairness metrics independence, separation and sufficiency.

python machine-learning reproducible-research regularization algorithmic-fairness fair-machine-learning fair-ml

Updated Oct 1, 2021
Jupyter Notebook

fair-search / fairsearch-deltr-for-elasticsearch

python ranking algorithmic-fairness

Updated Dec 8, 2022
Python

trustworthy-ml-course / trustworthy-ml-course.github.io

Trustworthy AI/ML course by Professor Birhanu Eshete, University of Michigan, Dearborn.

adversarial-machine-learning explainable-artificial-intelligence robust-machine-learning privacy-preserving-machine-learning algorithmic-fairness fairness-ai algorithmic-transparency fairness-ml responsible-ai responsible-ml trustworthy-machine-learning trustworthy-ai

Updated May 10, 2024
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