bias-mitigation | Topic | Ecosyste.ms: Repos

Topic: "bias-mitigation"

pterhoer/MAAD-Face

A face database with a large number of high-quality attribute annotations

Size: 32.2 MB - Last synced at: about 1 year ago - Pushed at: over 3 years ago - Stars: 194 - Forks: 24

holistic-ai/holisticai

This is an open-source tool to assess and improve the trustworthiness of AI systems.

Language: Jupyter Notebook - Size: 90.4 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 90 - Forks: 24

visionjo/facerec-bias-bfw

Source code and notebooks to reproduce experiments and benchmarks on Bias Faces in the Wild (BFW).

Language: Jupyter Notebook - Size: 51.2 MB - Last synced at: 6 days ago - Pushed at: about 1 month ago - Stars: 49 - Forks: 9

oracle/guardian-ai

Oracle Guardian AI Open Source Project is a library consisting of tools to assess fairness/bias and privacy of machine learning models and data sets.

Language: Python - Size: 3.91 MB - Last synced at: 17 days ago - Pushed at: 2 months ago - Stars: 45 - Forks: 11

EqualityAI/EqualityML

Evidence-based tools and community collaboration to end algorithmic bias, one data scientist at a time.

Language: Jupyter Notebook - Size: 7.05 MB - Last synced at: 20 days ago - Pushed at: over 1 year ago - Stars: 35 - Forks: 3

ashryaagr/Fairness.jl

Julia Toolkit with fairness metrics and bias mitigation algorithms

Language: Julia - Size: 769 KB - Last synced at: 7 days ago - Pushed at: over 1 year ago - Stars: 31 - Forks: 14

YyzHarry/shortcut-ood-fairness

[Nature Medicine] The Limits of Fair Medical Imaging AI In Real-World Generalization

Language: Python - Size: 67.4 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 23 - Forks: 2

arezou-pakzad/CIRCLe

CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin Lesions

Language: Python - Size: 358 KB - Last synced at: 2 days ago - Pushed at: about 2 years ago - Stars: 20 - Forks: 2

YyzHarry/vlm-fairness

[Science Advances] Demographic Bias of Vision-Language Foundation Models in Medical Imaging

Language: Python - Size: 1.3 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 16 - Forks: 3

scotthlee/fairness

Enforcing fairness in binary and multiclass classification

Language: Jupyter Notebook - Size: 32 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 6 - Forks: 6

yangjenny/BiasMitigationRL

Code implementation for BiasMitigationRL, a reinforcement learning-based bias mitigation method.

Language: Python - Size: 128 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 5 - Forks: 2

Jiaxuan-Li/PnD

[ICCV 2023] Partition-and-Debias: Agnostic Biases Mitigation via a Mixture of Biases-Specific Experts

Language: Python - Size: 45.9 KB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 5 - Forks: 1

Ethical-Spectacle/rumormill

Bias detection Toolkit: Chrome Extension, Python Package, SOTA research paper docs.

Language: Jupyter Notebook - Size: 10.7 MB - Last synced at: 9 days ago - Pushed at: 4 months ago - Stars: 4 - Forks: 0

aloth/RogueGPT

RogueGPT - (Fake) News Generator, a research project

Language: Python - Size: 50.8 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 3 - Forks: 2

sfu-mial/CIRCLe

CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin Lesions. Mirror of https://github.com/arezou-pakzad/CIRCLe

Language: Python - Size: 363 KB - Last synced at: 1 day ago - Pushed at: about 2 years ago - Stars: 3 - Forks: 2

aliciapj/xai-genz

Explainable AI & fashion talk & experiments

Language: Jupyter Notebook - Size: 55.6 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 3 - Forks: 0

nnarenraju/sage

Sage - Detection of gravitational-waves using machine learning

Language: Jupyter Notebook - Size: 125 MB - Last synced at: 2 days ago - Pushed at: 3 days ago - Stars: 2 - Forks: 0

seonglae/emgsd-hermes

Steering GPT2-EMGSD less biased & Generating stereotyped text with vanilla GPT2 without fine tuning or prompt engineering

Language: Jupyter Notebook - Size: 505 KB - Last synced at: 22 days ago - Pushed at: 3 months ago - Stars: 2 - Forks: 0

MIND-Lab/Debiasing-Misogynous-Meme-Recognition-Systems

Language: Jupyter Notebook - Size: 2.99 MB - Last synced at: 12 months ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

meilfang/FairnessFacePAD

Fairness in Face Presentation Attack Detection

Size: 2.93 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

MarwanMashra/bias-mitigation-for-age-detection

An ML competition on CodaLab to estimate the age from images while mitigating the bias

Language: Jupyter Notebook - Size: 2.59 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0

koudounasalkis/CSI-MIT

This repo contains the code for "Privacy Preserving Data Selection for Bias Mitigation in Speech Models"

Language: Jupyter Notebook - Size: 83 KB - Last synced at: 14 days ago - Pushed at: 14 days ago - Stars: 1 - Forks: 0

ToineSayan/counterfactual-representations-for-explanation

Pytorch implementation of 'Explaining text classifiers with counterfactual representations' (Lemberger & Saillenfest, 2024), ECAI 2024 - 27th European conference on AI

Language: Python - Size: 15.3 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 1 - Forks: 0

ahmedshahabaz/Team-2_VoiceAI

Detecting & Mitigating Bias: Gender, Age & Site

Language: Jupyter Notebook - Size: 274 MB - Last synced at: 8 days ago - Pushed at: 11 months ago - Stars: 1 - Forks: 0

rishabhpatel9/MSc-Final-Project

Gender classification model that uses a CNN to classify images of faces as male or female. The notebook includes code for data preprocessing, model architecture, training, and evaluation which will then be used for algorithmic bias detection.

Language: Jupyter Notebook - Size: 213 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 0

hudson-newey/Bias-Alert

A small and simple prototype designed to alert users of the bias of the news source.

Language: JavaScript - Size: 19.5 KB - Last synced at: 8 days ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

Team-Obisidan/Biases-im-Machine-Learning

This German scientific poster (developed as HTML5/React web app) shows the potential implications of racial/social/... Biases in the context of Machine Learning

Language: JavaScript - Size: 7.08 MB - Last synced at: over 2 years ago - Pushed at: almost 4 years ago - Stars: 1 - Forks: 0

imrehg/cdei-development 📦

Machine Learning Bias Exploration

Language: Jupyter Notebook - Size: 49.8 MB - Last synced at: about 1 year ago - Pushed at: almost 5 years ago - Stars: 1 - Forks: 1

jeaend/bias-mitigation-aif360

Comparative evaluation of pre-, in-, and post-processing bias mitigation methods using IBM AIF360 on Adult Income and COMPAS.

Language: Jupyter Notebook - Size: 12.5 MB - Last synced at: 1 day ago - Pushed at: 2 days ago - Stars: 0 - Forks: 0

TaimoorKhan10/AI-Fairness-Explainability-Toolkit

AI Fairness and Explainability Toolkit (AFET) is an open-source project aimed at providing tools and frameworks to assess, visualize, and mitigate bias in machine learning models. It supports multiple ML frameworks and offers a comprehensive suite of metrics and visualization components to enhance model transparency and fairness.

Language: Python - Size: 14.6 KB - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 0 - Forks: 0

Wazhee/GCA-torch

This is the pytorch version of previously proposed GCA algorithm. Debiasing large chest X-ray datasets using StyleGAN3. We use code from HiddenInPlainSight repository to demonstrate our methods robustness agains adversarial attacks

Language: Jupyter Notebook - Size: 2.03 GB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

A-Raghav/Ethical-Bias-Mitigation

A Python toolkit for detecting and mitigating ethical bias in machine learning models. This project provides wrapper classes around IBM's AI Fairness 360 (AIF360) library to make bias detection and mitigation more accessible and easier to implement in machine learning pipelines.

Language: Python - Size: 934 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

RoryQo/MBA-Candidate-Targeting-for-Katz-School-of-Business

Implements machine learning (XGBoost, etc.) to build a predictive model for identifying MBA candidates for the Katz School of Business, assess potential gender bias in the admissions process, and provide strategies for more equitable recruitment targeting.

Language: Jupyter Notebook - Size: 1.8 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0