Top fairness-ml open source projects

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

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

gdc

Code for the ICLR 2021 paper "A Distributional Approach to Controlled Text Generation"

✭ 94

python nlp machine-learning reinforcement-learning ai nlg language-model exponential-family fairness-ml information-geometry gpt-2 gpt3 controlled-nlg

deep-explanation-penalization

Code for using CDEP from the paper "Interpretations are useful: penalizing explanations to align neural networks with prior knowledge" https://arxiv.org/abs/1909.13584

TERM

Tilted Empirical Risk Minimization (ICLR '21)

✭ 37

python Jupyter Notebook shell fairness-ml exponential-tilting learning-models-and-generalization label-noise-robustness

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

Top 6 fairness-ml open source projects