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GitHub topics: fairness-awareness-model

Trusted-AI/AIF360

A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.

langage: Python - taille: 6,52 Mo - dernière synchronisation: il y a 15 jours - enregistré: il y a 5 mois - étoiles: 2 566 - forks: 868

minbeomkim/Constitutional-AI-awesome-papers

Paper lists about 'Constitutional AI System' or 'AI under Ethical Guidelines'

taille: 26,4 ko - dernière synchronisation: il y a 3 jours - enregistré: il y a environ un an - étoiles: 8 - forks: 0

manmeetkaurbaxi/Loan-Default-Prediction

Analyze borrower data and enhance decision-making for financial institutions, focusing on mitigating risks, ensuring fairness, and maintaining transparency and regulatory compliance.

langage: Jupyter Notebook - taille: 63,4 Mo - dernière synchronisation: il y a 5 mois - enregistré: il y a 5 mois - étoiles: 0 - forks: 0

ResponsiblyAI/responsibly

Toolkit for Auditing and Mitigating Bias and Fairness of Machine Learning Systems 🔎🤖🧰

langage: Python - taille: 33 Mo - dernière synchronisation: il y a 19 jours - enregistré: il y a plus d'un an - étoiles: 96 - forks: 22

wearepal/EthicML

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

langage: Python - taille: 87,8 Mo - dernière synchronisation: il y a 10 jours - enregistré: il y a 5 mois - étoiles: 23 - forks: 3

EternityYW/FairEHR-CLP

Official implementation of "FairEHR-CLP: Towards Fairness-Aware Clinical Predictions with Contrastive Learning in Multimodal Electronic Health Records" (MLHC 2024)

langage: Python - taille: 150 ko - dernière synchronisation: il y a 9 mois - enregistré: il y a 9 mois - étoiles: 2 - forks: 0

XinyiYS/CollaborativeFairFederatedLearning

Official implementation of our work "Collaborative Fairness in Federated Learning."

langage: Python - taille: 44,8 Mo - dernière synchronisation: il y a 11 mois - enregistré: il y a 11 mois - étoiles: 48 - forks: 12

sharmi1206/fairness-tensorflow-toxicity-classification

Tensorflow constrained optimization with different Deep Learning Models

langage: Jupyter Notebook - taille: 5,52 Mo - dernière synchronisation: il y a plus d'un an - enregistré: il y a plus de 4 ans - étoiles: 3 - forks: 0

newlei/FairGo

Learning Fair Representations for Recommendation: A Graph-based Perspective, WWW2021

langage: Python - taille: 220 Mo - dernière synchronisation: il y a plus d'un an - enregistré: il y a environ 4 ans - étoiles: 43 - forks: 10

hashtaglensman/HumanintheLoop

Human in the Loop

taille: 10,7 Mo - dernière synchronisation: il y a environ un an - enregistré: il y a environ un an - étoiles: 0 - forks: 0

yromano/fair_dummies

implementation of fair dummies

langage: Jupyter Notebook - taille: 2,03 Mo - dernière synchronisation: il y a plus d'un an - enregistré: il y a plus de 3 ans - étoiles: 3 - forks: 4

sethneel/GerryFair

Package implementing methods developed in "Preventing Fairness Gerrymandering" [ICML '18], "Rich Subgroup Fairness for Machine Learning" [ FAT* '19]. active development fork @algowatchupenn

langage: Python - taille: 9,66 Mo - dernière synchronisation: il y a environ un an - enregistré: il y a plus de 6 ans - étoiles: 1 - forks: 1

Azizimj/Fair-regression

Fairness accountable regression in Matlab

langage: Matlab - taille: 22,5 ko - dernière synchronisation: il y a environ 2 ans - enregistré: il y a environ 7 ans - étoiles: 3 - forks: 0

Yuexi-Li/debias-in-machine-learning

Mitigate machine learning bias to ensure data ethics in U.S. national home mortgage dataset.

langage: Jupyter Notebook - taille: 22,5 ko - dernière synchronisation: il y a 4 mois - enregistré: il y a presque 7 ans - étoiles: 0 - forks: 0