Fairness-Reprogramming

Fairness Fixer

A method to improve machine learning model fairness without retraining the entire network

GitHub

15 stars
3 watching
4 forks
Language: Python
last commit: over 1 year ago

Related projects:

Repository Description Stars
fairlearn/fairlearn A tool to assess and mitigate unfairness in AI systems, helping developers ensure their models do not disproportionately harm certain groups of people. 1,974
mbilalzafar/fair-classification Provides a Python implementation of fairness mechanisms in classification models to mitigate disparate impact and mistreatment. 190
koaning/scikit-fairness A Python library providing tools and algorithms for fairness in machine learning model development 29
google/ml-fairness-gym An open-source tool for simulating the long-term impacts of machine learning-based decision systems on social environments 314
cgnorthcutt/cleanlab A tool for evaluating and improving the fairness of machine learning models 57
taoqi98/fairvfl A collection of code implementing the FairVFL algorithm and its associated data structures and utilities for efficient and accurate fairness-aware machine learning model training. 7
linkedin/lift A tool for measuring fairness and mitigating bias in machine learning workflows 167
litian96/fair_flearn This project develops and evaluates algorithms for fair resource allocation in federated learning, aiming to promote more inclusive AI systems. 244
pingqingsheng/lrt An algorithm designed to robustly correct noisy labels in training data by iteratively refining the network's confidence and updating the loss function. 22
aprilyuge/respan A Python package implementing a deep learning model for batch correction in single-cell RNA sequencing data 13
collective/experimental.gracefulblobmissing Monkey-patches Plone to handle missing BLOBs in development/staging environments 2
naturalness/sensibility Fixes syntax errors in neural network code 18
zjelveh/learning-fair-representations An implementation of Zemel et al.'s 2013 algorithm for learning fair representations in machine learning 26
mop/bier This project implements a deep metric learning framework using an adversarial auxiliary loss to improve robustness. 39
facebookresearch/compilergym A reinforcement learning environment library for compiler optimization tasks 917