ml-fairness-gym
Fairness simulator
An open-source tool for simulating the long-term impacts of machine learning-based decision systems on social environments
314 stars
17 watching
80 forks
Language: Python
last commit: about 2 years ago
Linked from 2 awesome lists
Related projects:
Repository | Description | Stars |
---|---|---|
| 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 |
| Provides a Python implementation of fairness mechanisms in classification models to mitigate disparate impact and mistreatment. | 190 |
| An online repository providing benchmarking tools and data for evaluating fairness-aware machine learning algorithms | 159 |
| An evaluation toolkit to assess fairness in machine learning models | 343 |
| 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 |
| This project develops and evaluates algorithms for fair resource allocation in federated learning, aiming to promote more inclusive AI systems. | 244 |
| A Python library providing tools and algorithms for fairness in machine learning model development | 29 |
| This repository contains implementations of measures to quantify discrimination in data | 38 |
| An implementation of Zemel et al.'s 2013 algorithm for learning fair representations in machine learning | 26 |
| Environments and data for training reinforcement learning agents in a kitchen simulator | 108 |
| Compiles bias evaluation datasets and provides access to original data sources for large language models | 115 |
| A method to improve machine learning model fairness without retraining the entire network | 15 |
| A reinforcement learning framework for developing trading strategies | 550 |
| A framework for experimenting with robust optimization methods to improve fairness in machine learning models on noisy protected groups. | 6 |
| A Gym environment for simulating and optimizing strategies in the FlipIt security game | 3 |