algorithmic-fairness

There are 2 repositories under algorithmic-fairness topic.

yromano / cqr
Conformalized Quantile Regression
conformal-prediction quantile-regression deep-learning pytorch random-forest-regression prediction prediction-intervals fairness conformal-methods algorithmic-fairness random-forest
Language:Jupyter Notebook 264
kozodoi / fairness
R package for computing and visualizing fair ML metrics
algorithmic-discrimination algorithmic-fairness discrimination disparate-impact fairness fairness-ai fairness-ml machine-learning r
Language:R 32
rahmanidashti / FairRecSys
[Official Codes] Experiments on Generalizability of User-Oriented Fairness in Recommender Systems (SIGIR 2022)
algorithmic-fairness consumer-fairness fairness google-colaboratory notebook-jupyter python3 recommender-systems recsys reproducibility user-fairness
Language:Jupyter Notebook 32
YyzHarry / shortcut-ood-fairness
[Nature Medicine] The Limits of Fair Medical Imaging AI In Real-World Generalization
algorithmic-fairness bias-mitigation fairness generalization medical-imaging nature-medicine ood-generalization out-of-distribution shortcut-learning shortcuts spurious-correlations subpopulation
Language:Python 26
wearepal / EthicML
Package for evaluating the performance of methods which aim to increase fairness, accountability and/or transparency
algorithmic-fairness computer-vision data-science ethical-artificial-intelligence ethical-data-science fairness fairness-ai fairness-assessment fairness-awareness-model fairness-comparison fairness-ml machine-bias machine-learning pytorch responsible-ai toolkit
Language:Python 23
ogencoglu / fair_cyberbullying_detection
Source code and models for the paper "Cyberbullying Detection with Fairness Constraints". IEEE Internet Computing, 2020
algorithmic-fairness constrained-optimization cyberbullying cyberbullying-detection deep-learning ethical-artificial-intelligence fairness health-informatics machine-learning natural-language-processing sentence-embeddings social-media-analysis text-classification
Language:Jupyter Notebook 20
fair-search / fairsearch-fair-python
Python library with the core algorithms used to do FA*IR ranking.
algorithmic-fairness python ranking
Language:Python 15
YyzHarry / vlm-fairness
Demographic Bias of Vision-Language Foundation Models in Medical Imaging
algorithmic-fairness bias-mitigation fairness foundation-models medical-imaging ood-generalization subpopulation vision-language-model vision-language-pretraining
Language:Python 15
fair-search / fairsearch-fair-for-elasticsearch
Fair search elasticsearch plugin
algorithmic-fairness ranking java elasticsearch
Language:Java 14
trustworthy-machine-learning / trustworthy-machine-learning.github.io
A School for All Seasons on Trustworthy Machine Learning
trustworthy-machine-learning privacy machine-learning-privacy robustness machine-learning-attack algorithmic-fairness algorithmic-transparency model-explanation
11
vefthym / fairER
FairER: Entity Resolution with Fairness Constraints
entity-resolution algorithmic-fairness
Language:Python 8
privacytrustlab / adversarial_bias
Analyzing Adversarial Bias and the Robustness of Fair Machine Learning
algorithmic-fairness bias data-poisoning machine-learning robustness
Language:Python 7
fair-search / fairsearch-deltr-python
Disparate Exposure in Learning To Rank for Python
algorithmic-fairness ranking learning-to-rank python
Language:Python 6
yangjenny / BiasMitigationRL
Code implementation for BiasMitigationRL, a reinforcement learning-based bias mitigation method.
algorithmic-fairness bias-mitigation reinforcement-learning
Language:Python 5
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
Language:Jupyter Notebook 3
fair-search / fairsearch-deltr-for-elasticsearch
algorithmic-fairness python ranking
Language:Python 2
fair-search / fairsearch-deltr-java
Disparate Exposure in Learning To Rank for Java
algorithmic-fairness ranking learning-to-rank java
Language:Java 2
hcorinna / gradual-compatibility
:pencil: Exploring the gradual (in)compatibility of the fairness metrics independence, separation and sufficiency.
machine-learning regularization algorithmic-fairness fair-machine-learning fair-ml reproducible-research python
Language:Jupyter Notebook 2
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
algorithmic-fairness collaborative-filtering recommendation-system
Language:Python 2
trustworthy-ml-course / trustworthy-ml-course.github.io
Trustworthy AI/ML course by Professor Birhanu Eshete, University of Michigan, Dearborn.
adversarial-machine-learning algorithmic-fairness algorithmic-transparency explainable-artificial-intelligence fairness-ai fairness-ml privacy-preserving-machine-learning responsible-ai robust-machine-learning trustworthy-ai trustworthy-machine-learning responsible-ml
Language:HTML 2
UIC-InDeXLab / FMC
algorithmic-fairness cs-theory fair-data fairness machine-bias set-covering-problem
Language:Python 2
armsp / AIFU
AI flub ups
accountability ai algorithm algorithmic-bias algorithmic-fairness algorithmic-governance disaster ethics government policy public-policy societal-impact tragedy watchdog nlp llm natural-language natural-language-processing
Language:JavaScript 1
bintualkassoum / fair-ml-project
This project aims to understand the algorithmic bias in the corrections system through analyzing the COMPAS dataset.
algorithmic-fairness algorithms bias-detection crime-data crime-prediction criminal-justice ethical-artificial-intelligence
Language:Jupyter Notebook 1
fair-search / fairsearch-fair-java
Core algorithms used to do fair search. This algorithm are exposed through the Elasticsearch and Solr plugins.
algorithmic-fairness java ranking
Language:Java 1
hcorinna / utility-based-fairness
:pencil: Implementation of our approach for balancing the utility of the decision maker and the fairness towards the decision subjects for a prediction-based decision-making system
pareto-front algorithmic-fairness fair-machine-learning fair-ml machine-learning python reproducible-research
Language:Jupyter Notebook 1
hyungrok-do / joint-fairness-model
Implementation of Joint Fairness Model with Applications to Risk Predictions for Under-represented Populations
algorithmic-fairness python statistical-models
Language:Python 1
mbar0075 / Ethics-in-AI-and-Intelligent-Interfaces
Deliverables relating to the Ethics in Artificial Intelligence & Intelligent Interfaces University Units
algorithmic-fairness artificial-intelligence ethics proxies proxy proxy-discrimination
1
ogencoglu / Gender_Bias_FinBERT
A super-quick demo to start discussions on bias in Finnish BERT language model
algorithmic-fairness bert bias finbert
Language:Jupyter Notebook 1
carlomarxdk / algorithmic-fairness-2022
Exercise repository for Algorithmic Fairness, Accountability and Ethics (Spring 2022), IT University of Copenhagen
lecture-material fairness itu exercises ethics data-science algorithmic-fairness algorithmic-bias algorithmic-accountability
Language:Jupyter Notebook 0
fair-search / fair-search.github.io
fair search page site
algorithmic-fairness binaries ranking
0
hyungrok-do / fair-glm-cvx
Official Implementation of the paper "Fair Generalized Linear Models with a Convex Penalty."
algorithmic-fairness generalized-linear-models statistical-models
Language:Python 0
manjaryp / ImageForgeryFairness
Fairness in Digital Image Forgery Detection System
algorithmic-bias algorithmic-fairness classify-real-gan-images fairness-ai real-fake-faces transformer vision-transformer-bias vision-transformer-fairness
Language:Jupyter Notebook 0
drakedu / colorful-bias
Colorful Bias is a longitudinal benchmarking of algorithmic colorization of images containing human skin tones.
algorithmic-fairness colorization computer-vision
Language:Python
hcorinna / university-admissions
:pencil: Exploring data-driven affirmative action policies for university admissions
affirmative-action machine-learning predictive-analytics algorithmic-fairness
Language:Python

algorithmic-fairness

yromano / cqr

kozodoi / fairness

rahmanidashti / FairRecSys

YyzHarry / shortcut-ood-fairness

wearepal / EthicML

ogencoglu / fair_cyberbullying_detection

fair-search / fairsearch-fair-python

YyzHarry / vlm-fairness

fair-search / fairsearch-fair-for-elasticsearch

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

vefthym / fairER

privacytrustlab / adversarial_bias

fair-search / fairsearch-deltr-python

yangjenny / BiasMitigationRL

Amandarg / debias

fair-search / fairsearch-deltr-for-elasticsearch

fair-search / fairsearch-deltr-java

hcorinna / gradual-compatibility

Lake-Wang / Recommendation-System-Capstone

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

UIC-InDeXLab / FMC

armsp / AIFU

bintualkassoum / fair-ml-project

fair-search / fairsearch-fair-java

hcorinna / utility-based-fairness

hyungrok-do / joint-fairness-model

mbar0075 / Ethics-in-AI-and-Intelligent-Interfaces

ogencoglu / Gender_Bias_FinBERT

carlomarxdk / algorithmic-fairness-2022

fair-search / fair-search.github.io

hyungrok-do / fair-glm-cvx

manjaryp / ImageForgeryFairness

drakedu / colorful-bias

hcorinna / university-admissions