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: 17 Dec 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: 17 Dec 2024

https://github.com/vanderschaarlab/synthcity

A library for generating and evaluating synthetic tabular data for privacy, fairness and data augmentation.

data-augmentation fairness-ml generative-model machine-learning privacy pytorch synthetic-data tabular-data

Last synced: 18 Dec 2024

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

Tensorflow's Fairness Evaluation and Visualization Toolkit

fairness-indicators fairness-ml tensorflow

Last synced: 20 Dec 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: 30 Oct 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: 22 Nov 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: 15 Nov 2024

https://github.com/naver/gdc

Code accompanying our papers on the "Generative Distributional Control" framework

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

Last synced: 08 Nov 2024

https://github.com/feedzai/fairgbm

Train Gradient Boosting models that are both high-performance *and* Fair!

fairness fairness-ml gbm gradient-boosting lightgbm tabular-data

Last synced: 20 Dec 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: 09 Nov 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: 07 Oct 2024

https://github.com/aws/amazon-sagemaker-clarify

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

fairness fairness-ai fairness-ml machine-learning

Last synced: 18 Dec 2024

https://github.com/codait/presentations

Talks & Workshops by the CODAIT team

data-science deep-learning fairness-ai fairness-ml machine-learning open-source presentations

Last synced: 09 Nov 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

Last synced: 28 Sep 2024

https://github.com/ashryaagr/fairness.jl

Julia Toolkit with fairness metrics and bias mitigation algorithms

bias-audit bias-mitigation fairness fairness-assessment fairness-ml julia machine-learning mlj

Last synced: 11 Dec 2024

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

Responsible AI Workshop: a series of tutorials & walkthroughs to illustrate how put responsible AI into practice

error-analysis explainability explainable-ai explainable-ml fairness fairness-ai fairness-ml jupyter-notebook machine-learning ml mlops-workshop principles responsible-ai widgets

Last synced: 07 Oct 2024

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

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

data-science fairness-ai fairness-ml fairnness gender gender-bias jupyter machine-learning natural-language natural-language-processing

Last synced: 02 Dec 2024

https://github.com/mlr-org/mcboost

Multi-Calibration & Multi-Accuracy Boosting for R

bias-correction bias-detection classification ethics fairness fairness-ai fairness-ml machine-learning post-processing responsible-ai

Last synced: 06 Nov 2024

https://github.com/amazon-science/bold

Dataset associated with "BOLD: Dataset and Metrics for Measuring Biases in Open-Ended Language Generation" paper

bert bert-model bias fairness-ml gpt-2 language-model nlg nlg-dataset nlp text-generation

Last synced: 12 Nov 2024

https://github.com/aida-ugent/fairret

A fairness library in PyTorch.

ai artificial-intelligence bias deep-learning fairness fairness-ai fairness-ml machine-learning python pytorch

Last synced: 20 Dec 2024

https://github.com/wearepal/ethicml

Package for evaluating the performance of methods which aim to increase fairness, accountability and/or transparency

algorithmic-fairness computer-vision data-science ethical-artificial-intelligence ethical-data-science fairness fairness-ai fairness-assessment fairness-awareness-model fairness-comparison fairness-ml machine-bias machine-learning pytorch responsible-ai toolkit

Last synced: 27 Sep 2024

https://github.com/mfederici/dsit

Implementation of the models and datasets used in "An Information-theoretic Approach to Distribution Shifts"

deep-learning distribution-shift fairness-ml information-theory pytorch

Last synced: 15 Nov 2024

https://github.com/h2oai/article-information-2019

Article for Special Edition of Information: Machine Learning with Python

data-science explainable-ai explainable-ml fairness-ai fairness-ml fairness-testing fatml iml interpretable-ai interpretable-machine-learning interpretable-ml machine-learning machine-learning-interpretability python xai

Last synced: 06 Nov 2024

https://github.com/mlohaus/searchfair

Binary classification algorithm under fairness considerations.

fairness-ml machine-learning

Last synced: 07 Nov 2024

https://github.com/garethjns/kaggle-titanic

Trying out things on Kaggle's Titanic dataset

aif360 fairness-ml kaggle-titanic lightgbm sklearn

Last synced: 09 Nov 2024

https://github.com/rishit-dagli/fairlearn-demos

Demos about Teaching your Models to play fair with FairLearn

ai fairlearn fairness fairness-ml ml

Last synced: 24 Oct 2024

https://github.com/pyladiesams/ml-fairness-beginner-nov2021

Assess fairness of machine learning models and choose an appropriate fairness metric for your use case with Fairlearn

fairlearn fairness fairness-ml ml workshop

Last synced: 09 Nov 2024

https://github.com/kurtisdavid/metaorthogonalization

Code for Debiasing Convolutional Neural Networks via Meta Orthogonalization (NeuRIPS 2020 AFCI Workshop).

computer-vision deep-learning fairness-ml interpretability machine-learning

Last synced: 28 Nov 2024

https://github.com/pyladiesams/ml-fairness-advanced-feb2022

Learn different techniques for mitigating fairness-related harms using Fairlearn.

fairlearn fairness fairness-ml ml workshop

Last synced: 09 Nov 2024

https://github.com/jilljenn/fatedm

FATED: Fairness, Accountability, and Transparency in Educational Data

educational-data-mining fairness fairness-ml workshop

Last synced: 25 Nov 2024

https://github.com/networks-learning/within-group-monotonicity

Code for "On the Within-group Discrimination of Screening Classifiers", ICML 2023

decision-making decision-making-under-uncertainty fairness fairness-ml human-ai-teaming machine-learning

Last synced: 17 Nov 2024

https://github.com/monk1337/awesome-distribution-shift

A curated list of Distribution Shift papers/articles and recent advancements.

bias-detection concept-shift covariate-shift data data-shift distribution-shift fairness fairness-ml label-shift machine-learning machine-learning-algorithms ood ood-detection robust-machine-learning

Last synced: 24 Nov 2024

https://github.com/amanpriyanshu/the-unlearning-protocol

Choose which data to make your model forget (Unlearn!), but watch out - every deletion ripples!

ai artificial-intelligence artificial-neural-networks catastrophic-forgetting deep-learning deep-neural-networks deeplearning fairness fairness-ai fairness-ml gradient-ascent machine-learning neural-network neural-networks privacy privacy-enhancing-technologies privacy-protection privacy-tools unlearn unlearning

Last synced: 02 Dec 2024

https://github.com/storopoli/udacity-compas

Udacity's ML Engineer nanodegree capstone project - COMPAS Fair Classifier trained/tuned/deployed in AWS SageMaker

aws binary-classification classification fairness fairness-ml gradient-boosting machine-learning sagemaker xgboost

Last synced: 20 Nov 2024

https://github.com/mnagired/fairness-sandbox

Repo for framework which assesses the viability of fairness-enhancing interventions.

fairness-ml machinelearning

Last synced: 30 Nov 2024

https://github.com/deutranium/cape-algorithm

Implementation of CAPE algorithm proposed in the paper "Ensuring Fairness under Prior Probability Shifts" by Biswas et al.

fairness-ml

Last synced: 17 Dec 2024

https://github.com/navdeep-g/fair-ml

Fairness in AI and Machine Learning

artificial-intelligence fairness fairness-ml interpretability interpretable-machine-learning machine-learning machine-learning-interpretability xai

Last synced: 06 Nov 2024