ml-fairness-gym
Fairness simulator
An open source framework for studying long-term fairness effects in machine learning decision systems
312 stars
17 watching
80 forks
Language: Python
last commit: over 1 year ago
Linked from 2 awesome lists
jphall663/awesome-machine-learning-interpretability
datamllab/awesome-fairness-in-aiRelated projects:
| Repository | Description | Stars |
|---|---|---|
 fairlearn/fairlearn | A Python package to assess and improve the fairness of machine learning models. | 1,948 |
 mbilalzafar/fair-classification | Provides a Python implementation of fairness mechanisms in classification models to mitigate disparate impact and mistreatment. | 189 |
 algofairness/fairness-comparison | An online repository providing benchmarking tools and data for evaluating fairness-aware machine learning algorithms | 159 |
 tensorflow/fairness-indicators | Tools for evaluating and visualizing fairness in machine learning models | 343 |
 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 |
 litian96/fair_flearn | This project develops and evaluates algorithms for fair resource allocation in federated learning, aiming to promote more inclusive AI systems. | 243 |
 koaning/scikit-fairness | A Python library providing tools and algorithms for fairness in machine learning model development | 29 |
 megantosh/fairness_measures_code | This repository contains implementations of measures to quantify discrimination in data | 38 |
 zjelveh/learning-fair-representations | An implementation of Zemel et al.'s 2013 algorithm for learning fair representations in machine learning | 26 |
 google-research/relay-policy-learning | Environments and data for training reinforcement learning agents in a kitchen simulator | 107 |
 i-gallegos/fair-llm-benchmark | Compiles bias evaluation datasets and provides access to original data sources for large language models | 110 |
 ucsb-nlp-chang/fairness-reprogramming | A method to improve machine learning model fairness without retraining the entire network | 15 |
 thedimlebowski/trading-gym | A reinforcement learning framework for developing trading strategies | 550 |
 wenshuoguo/robust-fairness-code | A framework for experimenting with robust optimization methods to improve fairness in machine learning models on noisy protected groups. | 6 |
 lisaoakley/gym-flipit | A Gym environment for simulating and optimizing strategies in the FlipIt security game | 3 |