bias

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 machine-learning r ai deep-learning artificial-intelligence bias fairness bias-finder ibm-research discrimination bias-correction ibm-research-ai bias-reduction fairness-testing bias-detection codait fairness-awareness-model fairness-ai trusted-ai

UpdatedNov 13, 2025
Python

EthicalML /xai

Star1.2k

XAI - An eXplainability toolbox for machine learning

machine-learning ai evaluation ml artificial-intelligence upsampling bias interpretability feature-importance explainable-ai explainable-ml xai imbalance downsampling explainability bias-evaluation machine-learning-explainability xai-library

UpdatedNov 29, 2025
Python

dssg /aequitas

Star738

Bias Auditing & Fair ML Toolkit

bias fairness machine-bias fairness-testing

UpdatedNov 17, 2025
Python

lukasz-madon /awesome-concepts

Star515

Awesome list about all kinds of interesting topics: Laws, Principles, Mental Models, Cognitive Biases

awesome-list bias mental-models hackerlaws

UpdatedMar 4, 2024

amanchadha /coursera-gan-specialization

Star481

Programming assignments and quizzes from all courses within the GANs specialization offered by deeplearning.ai

deep-learning neural-network coursera pytorch artificial-intelligence generative-adversarial-network gan dcgan generative-model gans pix2pix bias wgan data-augmentation u-net conditional-gan deeplearning-ai bias-detection biggan stylegan

UpdatedJul 1, 2021
Jupyter Notebook

Explainable AI framework for data scientists. Explain & debug any blackbox machine learning model with a single line of code. We are looking for co-authors to take this project forward. Reach out @ ms8909@nyu.edu

machine-learning scikit-learn transparency blackbox bias interpretability explainable-artificial-intelligence interpretable-ai explainable-ai explainable-ml xai interpretable-machine-learning machine-learning-interpretability explainability aws-sagemaker explainx

UpdatedAug 21, 2024
Jupyter Notebook

datamllab /awesome-fairness-in-ai

Star329

A curated list of awesome Fairness in AI resources

machine-learning ai deep-learning bias fairness interpretability xai gender-bias

UpdatedSep 15, 2023

twitter-research /image-crop-analysis

Star252

Code for reproducing our analysis in the paper titled: Image Cropping on Twitter: Fairness Metrics, their Limitations, and the Importance of Representation, Design, and Agency

machine-learning research computer-vision image-processing bias fairness fairness-ml

UpdatedOct 25, 2021
Jupyter Notebook

cvs-health /langfair

Star242

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

python ai artificial-intelligence bias fairness ai-safety fairness-testing bias-detection fairness-ai fairness-ml responsible-ai ethical-ai large-language-models llm llm-evaluation llm-evaluation-framework llm-evaluation-metrics

UpdatedNov 26, 2025
Python

hate-alert /HateXplain

Star226

Can we use explanations to improve hate speech models? Our paper accepted at AAAI 2021 tries to explore that question.

detection lstm offensive bias hatespeech hate-speech interpretable-deep-learning attention-lstm bert-model explainability bert-fine-tuning

UpdatedJun 12, 2023
Python

acbull /Unbiased_LambdaMart

Star224

Code for WWW'19 "Unbiased LambdaMART: An Unbiased Pairwise Learning-to-Rank Algorithm", which is based on LightGBM

lightgbm learning-to-rank bias

UpdatedOct 30, 2019
C++

blindpad /blindpad

Star224

Collaborative text editor (like Google Docs or CoderPad) with integrated semi-anonymizing voice chat intended to help reduce bias in technical communication.

webrtc collaboration interview peer text-editor crdt operational-transformation coding-interviews bias blind-auditions voice-anonymization