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Top 4 fairness-ai open source projects

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

✭ 59

Jupyter Notebook contrastive counterfactual explainable-ai explainable-ml xai interpretable-machine-learning fairness-ai aif360 fairness-ml alibi prototypical aix360 fairness-indicators

bias-in-credit-models

Examples of unfairness detection for a classification-based credit model

✭ 18

Jupyter Notebook python fairness bias-correction ethical-data-science fairness-testing bias-detection fairness-ai

responsible-ai-toolbox

This project provides responsible AI user interfaces for Fairlearn, interpret-community, and Error Analysis, as well as foundational building blocks that they rely on.

wefe

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 case you have any questions or a pull request if you want to contribute to the project!

✭ 164

python nlp library word-embeddings nlp-library bias-reduction bias-detection fairness-ai fairness-ml word-embedding-evaluation word-embedding-fairness

1-4 of 4 fairness-ai projects