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fairness-testing

Website
Wikipedia

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.

人工智能 fairness-ai fairness fairness-testing fairness-awareness-model bias-detection bias bias-correction bias-reduction bias-finder 机器学习深度学习 codait trusted-ai R Python

Python

2566

867

4 个月前

dssg / aequitas

Bias Auditing & Fair ML Toolkit

fairness bias fairness-testing

Python

714

120

1 个月前

cvs-health / langfair

LangFair is a Python library for conducting use-case level LLM bias and fairness assessments

人工智能 bias bias-detection fairness fairness-ai fairness-ml fairness-testing large-language-models 大语言模型 responsible-ai Python ai-safety llm-evaluation llm-evaluation-framework llm-evaluation-metrics

Python

201

21 小时前

ResponsiblyAI / responsibly

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

Python 机器学习人工智能 fairness bias 数据科学 ethics fairness-ml fairness-ai fairness-testing fairness-awareness-model bias-correction 自然语言处理 bias-reduction bias-finder audit

Python

1 年前

monk1337 / Awesome-Robust-Machine-Learning

A curated list of Robust Machine Learning papers/articles and recent advancements.

bias-detection 深度学习 fairness fairness-ml 机器学习 robust-machine-learning Awesome Lists fairness-ai fairness-testing federated-learning healthcare

3 年前

monk1337 / Awesome-Robust-Machine-Learning

A curated list of Robust Machine Learning papers/articles and recent advancements.

bias-detection 深度学习 fairness fairness-ml 机器学习 robust-machine-learning Awesome Lists fairness-ai fairness-testing federated-learning healthcare

3 年前

valeria-io / bias-in-credit-models

Examples of unfairness detection for a classification-based credit model

fairness fairness-ai fairness-testing bias-detection bias-correction

Jupyter Notebook

6 年前

h2oai / article-information-2019

Article for Special Edition of Information: Machine Learning with Python

机器学习 Python xai 数据科学 fairness-ai fairness-ml fairness-testing interpretable-machine-learning interpretable-ai interpretable-ml machine-learning-interpretability explainable-ai explainable-ml

Jupyter Notebook

3 个月前

joebaumann / FairnessLab

⚖️ A bias audit tool for binary decision-making systems

audit bias fairness fairness-testing

JavaScript

2 年前

soarsmu / BiasFinder

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

自然语言处理 fairness fairness-testing

Jupyter Notebook

3 年前

CDEIUK / bias-mitigation

Machine Learning Bias Mitigation

机器学习 ai-safety bias-correction fairness-ml fairness-ai fairness-testing

Jupyter Notebook

3 年前

yromano / fair_dummies

implementation of fair dummies

fairness fairness-ml fairness-awareness-model fairness-assessment fairness-testing 神经网络 regression

Jupyter Notebook

3 年前

smaityumich / individual-fairness-testing

fairness-testing fairness-ml

Jupyter Notebook

4 年前

search-based-fairness-testing / sbft

Search-Based Fairness Testing

bias fairness-testing 机器学习 Testing

Python

3 年前

mpuu00001 / Fairness-evaluation-in-deepfake-detection-models

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

bias deepfake deepfake-detection fairness-testing

Python

9 个月前

anaolicosta / CrossroadNuSMV

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

fairness-testing

7 年前

karenyxwang / Machine_Learning

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.

supervised-machine-learning 自然语言处理 fairness-testing

Jupyter Notebook

5 年前