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fairness-testing

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.

Python
2636
8 个月前

Bias Auditing & Fair ML Toolkit

Python
727
3 个月前

Examples of unfairness detection for a classification-based credit model

Jupyter Notebook
19
6 年前

⚖️ A bias audit tool for binary decision-making systems

JavaScript
10
2 年前

BiasFinder | IEEE TSE | Metamorphic Test Generation to Uncover Bias for Sentiment Analysis Systems

Jupyter Notebook
10
4 年前

Trabajo práctico final de la materia "Equidad en Aprendizaje Automático" de la Licenciatura en Ciencia de Datos (UNSAM). 1C-2025

Jupyter Notebook
1
2 个月前

An official implementation for "Fairness Evaluation in Deepfake Detection Models using Metamorphic Testing"

Python
1
1 年前

NuSMV models for traffic lights controlling a crossing of two one-way roads.

0
7 年前

This repository covers essential tools for machine learning with python, including but not limited to supervised and unsupervised models, natural language processing (NLP), and fairness auditing.

Jupyter Notebook
0
5 年前

Data Challenge leading to "A Multidisciplinary Lens of Bias in Hate Speech" (ASONAM 2023)

Jupyter Notebook
0
1 年前