fairness-ai topic

Slides, videos and other potentially useful artifacts from various presentations on responsible machine learning.

jphall663

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.

Trusted-AI

Responsible AI Toolbox is a suite of tools providing model and data exploration and assessment user interfaces and libraries that enable a better understanding of AI systems. These interfaces and libr...

microsoft

A Python package to assess and improve fairness of machine learning models.

fairlearn

The LinkedIn Fairness Toolkit (LiFT) is a Scala/Spark library that enables the measurement of fairness in large scale machine learning workflows.

linkedin

WEFE: The Word Embeddings Fairness Evaluation Framework. WEFE is a framework that standardizes the bias measurement and mitigation in Word Embeddings models. Please feel welcome to open an issue in ca...

dccuchile

Talks & Workshops by the CODAIT team

CODAIT

FairPut - Machine Learning Fairness Framework with LightGBM — Explainability, Robustness, Fairness (by @firmai)

firmai

Fairness Aware Machine Learning. Bias detection and mitigation for datasets and models.

aws

PyTorch package to train and audit ML models for Individual Fairness

IBM