GitHub topics: bias-mitigation
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: 10 days ago - Pushed at: 10 days ago - Stars: 49 - Forks: 9
holistic-ai/holisticai
This is an open-source tool to assess and improve the trustworthiness of AI systems.
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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: 22 days ago - Pushed at: 22 days 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 1 month ago - Pushed at: about 1 month 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 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0
Wazhee/GCA
This repository is code for 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: 1.99 GB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0
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: 4 days ago - Pushed at: about 2 months ago - Stars: 45 - Forks: 11
JoseRuiz01/Bias-FairnessAnalysis
Analysis of Students and Parents Datasets for Bias mitigation and Fairness
Language: Jupyter Notebook - Size: 999 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0
YyzHarry/vlm-fairness
[Science Advances] Demographic Bias of Vision-Language Foundation Models in Medical Imaging
Language: Python - Size: 1.3 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 16 - Forks: 3
JulianAndresPrego/Analisi_Bias_Culturali_AI
Analisi del bias culturale in diversi tipi di modelli di intelligenza artificiale, progetto realizzato per la tesi di laurea magistrale in Data Science con un focus sul Cross-Cultural Management.
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Wazhee/CXR-encoder
We use a cheXplain autoencoder architecture to encoder real chest x-ray images for counterfactual image generation
Language: Python - Size: 16.4 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0
seonglae/emgsd-hermes
Steering GPT2-EMGSD less biased & Generating stereotyped text with vanilla GPT2 without fine tuning or prompt engineering
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riccardocadei/ISTAnt
Automatic treatment effect estimation on ecological data with partial labelling
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nnarenraju/sage
SAGE - Detection of gravitational-waves using machine learning
Language: Jupyter Notebook - Size: 122 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 1 - 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
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: 6 days ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0
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
DIDSR/bias.myti.report
A visualization tool to facilitate the comparison of user-implemented bias mitigation methods for AI models
Language: Jupyter Notebook - Size: 97.4 MB - Last synced at: about 1 month ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0
Ethical-Spectacle/rumormill
Bias detection Toolkit: Chrome Extension, Python Package, SOTA research paper docs.
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Akimuddinshaikh/Data-governance-2
An ethical AI approach for liver disease detection using machine learning and deep learning models. The project ensures data privacy, fairness, and transparency, using the Indian Liver Patient Records dataset for scalable healthcare diagnostics
Size: 69.3 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0
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: about 1 month ago - Pushed at: over 1 year ago - Stars: 35 - Forks: 3
CharmaineBarker/FairVIC
All the material needed to implement FairVIC for bias mitigation in deep neural networks.
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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: 4 months ago - Pushed at: 4 months ago - Stars: 1 - Forks: 0
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
koudounasalkis/CSI-MIT
This repo contains the code for "Privacy Preserving Data Selection for Bias Mitigation in Speech Models"
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ahmedshahabaz/Team-2_VoiceAI
Detecting & Mitigating Bias: Gender, Age & Site
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giordanoDaloisio/demv
Debiaser for Multiple Variables, a model- and data- agnostic method to improve fairness in binary and multi-class classification tasks
Language: Python - Size: 8.27 MB - Last synced at: 6 days ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 1
MIND-Lab/Debiasing-Misogynous-Meme-Recognition-Systems
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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
MajaMittag/gender_bias_da
Measure and mitigate gender bias in Danish toxicity classifiers and sentiment analysis models.
Language: Jupyter Notebook - Size: 1.87 GB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0
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
ashryaagr/Fairness.jl
Julia Toolkit with fairness metrics and bias mitigation algorithms
Language: Julia - Size: 769 KB - Last synced at: 5 days ago - Pushed at: over 1 year ago - Stars: 31 - Forks: 14
koudounasalkis/Divergence-aware-Bias-Mitigation-in-E2E-SLU
This repo contains the code for "A Divergence-Aware Approach for Bias Mitigation in End-to-End SLU Models"
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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
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: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0
sfu-mial/CIRCLe
CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin Lesions. Mirrror of https://github.com/arezou-pakzad/CIRCLe
Language: Python - Size: 363 KB - Last synced at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 2 - Forks: 1
Innoccull/responsible_ai_demo
A demonstration of detecting and mitigating bias in AI
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upunaprosk/fair-pruning
The Other Side of Compression: Measuring Bias in Pruned Transformers
Language: Python - Size: 2.75 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0
scotthlee/fairness
Enforcing fairness in binary and multiclass classification
Language: Jupyter Notebook - Size: 32 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 6 - Forks: 6
ghoshs/class_cardinality_comparison
Data and Results for WWW paper
Size: 1.1 MB - Last synced at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0
imrehg/cdei-development 📦
Machine Learning Bias Exploration
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aliciapj/xai-genz
Explainable AI & fashion talk & experiments
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MarwanMashra/bias-mitigation-for-age-detection
An ML competition on CodaLab to estimate the age from images while mitigating the bias
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boyla950/classification-with-no-discrimination
Coursework solutions for a 2nd year Computer Science sub-module on Bias in AI @ Durham University. Attempts to minimise gender bias when using ML to predict income.
Language: Jupyter Notebook - Size: 1.3 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0
JohnOlushola/bias-mitigation
Mitigating algorithmic bias using regularisation and reweighing with bi-objective (accuracy and fairness) measure
Language: Jupyter Notebook - Size: 177 KB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - 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: about 2 years ago - Pushed at: almost 4 years ago - Stars: 1 - Forks: 0
marcosdelcueto/MachineLearningLandscapes
The code generates simulated research landscapes of any given bias. It can be used to calculate the Machine Learning Gain under different conditions.
Language: Python - Size: 10.4 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0
adastra21/fairness_aware_preprocessing
Explore how bias can be detected and mitigated in real-world datasets
Language: Jupyter Notebook - Size: 61.2 MB - Last synced at: almost 2 years ago - Pushed at: about 4 years ago - Stars: 0 - Forks: 0
