Projects in Awesome Lists tagged with fairness-ml

https://github.com/fairlearn/fairlearn

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

ai ai-systems artificial-intelligence fairness fairness-ai fairness-assessment fairness-ml group-fairness harms machine-learning responsible-ai unfairness-mitigation

Last synced: 27 Sep 2024

https://github.com/microsoft/responsible-ai-toolbox

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 libraries empower developers and stakeholders of AI systems to develop and monitor AI more responsibly, and take better data-driven actions.

data-analysis data-science data-visualization error-analysis explainability explainable-ai explainable-ml fairness fairness-ai fairness-ml interpretability jupyter machine-learning machinelearning ml responsible-ai ui visualization widget widgets

Last synced: 27 Sep 2024

https://github.com/tensorflow/fairness-indicators

Tensorflow's Fairness Evaluation and Visualization Toolkit

fairness-indicators fairness-ml tensorflow

Last synced: 29 Sep 2024

https://github.com/twitter-research/image-crop-analysis

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

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

Last synced: 31 Jul 2024

https://github.com/dccuchile/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!

bias-detection bias-reduction fairness-ai fairness-ml library nlp nlp-library python3 word-embedding-evaluation word-embedding-fairness word-embeddings

Last synced: 05 Aug 2024

https://github.com/laura-rieger/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

ai artificial-intelligence cdep convolutional-neural-network data-science deep-learning explainability explainable-ai fairness fairness-ml feature-importance interpretability interpretable-deep-learning jupyter-notebook machine-learning ml neural-network python pytorch recurrent-neural-network

Last synced: 03 Aug 2024

https://github.com/ResponsiblyAI/responsibly

Toolkit for Auditing and Mitigating Bias and Fairness of Machine Learning Systems 🔎🤖🧰

artificial-intelligence audit bias bias-correction bias-finder bias-reduction data-science ethics fairness fairness-ai fairness-awareness-model fairness-ml fairness-testing machine-bias machine-learning natural-language-processing python

Last synced: 02 Aug 2024

https://github.com/apple/dnikit

A Python toolkit for analyzing machine learning models and datasets.

ai bias compression data data-duplication fairness fairness-ml introspection machine-learning ml python

Last synced: 28 Sep 2024

https://github.com/credo-ai/credoai_lens

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.

ai artificial-intelligence assessment data-science ethical-artificial-intelligence fairness-ai fairness-ml jupyter machine-learning ml python reporting responsible-ai visualization