fairness-testing

There are 1 repository under fairness-testing topic.

Trusted-AI / AIF360
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.
ai fairness-ai fairness fairness-testing fairness-awareness-model bias-detection bias bias-correction bias-reduction bias-finder artificial-intelligence discrimination ibm-research-ai ibm-research machine-learning deep-learning codait trusted-ai r python
Language:Python 2687
dssg / aequitas
Bias Auditing & Fair ML Toolkit
bias fairness fairness-testing machine-bias
Language:Python 736
cvs-health / langfair
LangFair is a Python library for conducting use-case level LLM bias and fairness assessments
ai artificial-intelligence bias bias-detection ethical-ai fairness fairness-ai fairness-ml fairness-testing large-language-models llm responsible-ai python ai-safety llm-evaluation llm-evaluation-framework llm-evaluation-metrics
Language:Python 240
ResponsiblyAI / responsibly
Toolkit for Auditing and Mitigating Bias and Fairness of Machine Learning Systems 🔎🤖🧰
python machine-learning artificial-intelligence fairness bias data-science ethics fairness-ml fairness-ai fairness-testing machine-bias fairness-awareness-model bias-correction natural-language-processing bias-reduction bias-finder audit
Language:Python 97
monk1337 / Awesome-Robust-Machine-Learning
A curated list of Robust Machine Learning papers/articles and recent advancements.
bias-detection concept-shift covariate-shift data-shift deep-learning distribution-shift fairness fairness-ml label-shift machine-learning ood robust-machine-learning awesome-list fairness-ai fairness-testing machine-learning-bias robust-learning federated-learning healthcare healthcare-federated-learning
33
valeria-io / bias-in-credit-models
Examples of unfairness detection for a classification-based credit model
fairness fairness-ai fairness-testing ethical-data-science bias-detection bias-correction
Language:Jupyter Notebook 20
h2oai / article-information-2019
Article for Special Edition of Information: Machine Learning with Python
machine-learning python fatml xai data-science fairness-ai fairness-ml fairness-testing interpretable-machine-learning interpretable-ai interpretable-ml machine-learning-interpretability iml explainable-ai explainable-ml
Language:Jupyter Notebook 13
joebaumann / FairnessLab
⚖️ A bias audit tool for binary decision-making systems
audit bias fairness fairness-testing
Language:JavaScript 10
soarsmu / BiasFinder
BiasFinder | IEEE TSE | Metamorphic Test Generation to Uncover Bias for Sentiment Analysis Systems
natural-language-processing fairness fairness-testing gender-bias
Language:Jupyter Notebook 10
bias-mitigation
CDEIUK / bias-mitigation
Machine Learning Bias Mitigation
machine-learning ai-safety bias-correction fairness-ml fairness-ai machine-learning-models fairness-testing
Language:Jupyter Notebook 8
smaityumich / individual-fairness-testing
fairness-testing fairness-ml gradient-flow
Language:Jupyter Notebook 3
yromano / fair_dummies
implementation of fair dummies
fairness fairness-ml fairness-awareness-model fairness-assessment fairness-testing equalized-odds conditional-independence neural-network prediction-intervals regression multiclass-classification
Language:Jupyter Notebook 3
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 metamorphic-testing
Language:Python 1
search-based-fairness-testing / sbft
Search-Based Fairness Testing
bias fairness-testing machine-learning search-based-software-testing software-fairness software-testing
Language:Python 1
anaolicosta / CrossroadNuSMV
NuSMV models for traffic lights controlling a crossing of two one-way roads.
nusmv fairness-testing
0
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 unsupervised-machine-learning natural-language-processing fairness-testing
Language:Jupyter Notebook 0
preyero / multidisciplinary-data-challenge
Data Challenge leading to "A Multidisciplinary Lens of Bias in Hate Speech" (ASONAM 2023)
hate-speech-detection bias data-challenge fairness-testing multidisciplinary-methods
Language:Jupyter Notebook 0
Aleksbgbg / Doggo-Quest-Simulation
Simulate different outcomes and the probability of each player winning, in our team's game, 'Doggo Quest', during the King card game challenge.
doggo-quest simulation game-analysis fairness-testing python36
Language:Python
moritzvz / ald
Automatic Location of Disparities (ALD) for algorithmic audits.
machine-learning fairness fairness-testing
Language:R