fairness-ml topic

A Python toolkit for analyzing machine learning models and datasets.

apple

Credo AI Lens is a comprehensive assessment framework for AI systems. Lens standardizes model and data assessment, and acts as a central gateway to assessments created in the open source community.

credo-ai

A tool for gender bias identification in text. Part of Microsoft's Responsible AI toolbox.

microsoft

[KDD2021] Federated Adversarial Debiasing for Fair and Transferable Representations: Optimize an adversarial domain-adaptation objective without adversarial or source data.

illidanlab

PyTorch reimplementation of computing Shapley values via Truncated Monte Carlo sampling from "What is your data worth? Equitable Valuation of Data" by Amirata Ghorbani and James Zou [ICML 2019]

ajsanjoaquin

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

monk1337

FairBatch: Batch Selection for Model Fairness (ICLR 2021)

yuji-roh

Evidence-based tools and community collaboration to end algorithmic bias, one data scientist at a time.

EqualityAI

A Prompt Array Keeps the Bias Away: Debiasing Vision-Language Models with Adversarial Learning [AACL 2022]

oxai

WordBias: Visualizing Intersectional Social biases encoded in Word Embeddings

bhavyaghai