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GitHub topics: bias-reduction

Trusted-AI/AIF360

A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.

Language: Python - Size: 6.52 MB - Last synced at: about 7 hours ago - Pushed at: 4 months ago - Stars: 2,566 - Forks: 868

cdancette/rubi.bootstrap.pytorch

NeurIPS 2019 Paper: RUBi : Reducing Unimodal Biases for Visual Question Answering

Language: Python - Size: 183 KB - Last synced at: 11 days ago - Pushed at: about 4 years ago - Stars: 60 - Forks: 14

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!

Language: Python - Size: 41.6 MB - Last synced at: 29 days ago - Pushed at: 10 months ago - Stars: 177 - Forks: 14

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: 1 day ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

Ethical-Spectacle/rumormill

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

Language: Jupyter Notebook - Size: 10.7 MB - Last synced at: 2 days ago - Pushed at: 3 months ago - Stars: 4 - 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: 3 months ago - Pushed at: 3 months ago - Stars: 1 - Forks: 0

ikosmidis/brglm2

Estimation and inference from generalized linear models using explicit and implicit methods for bias reduction

Language: R - Size: 2.52 MB - Last synced at: about 1 month ago - Pushed at: 7 months ago - Stars: 32 - Forks: 11

ResponsiblyAI/responsibly

Toolkit for Auditing and Mitigating Bias and Fairness of Machine Learning Systems πŸ”ŽπŸ€–πŸ§°

Language: Python - Size: 33 MB - Last synced at: 4 days ago - Pushed at: over 1 year ago - Stars: 96 - Forks: 22

btschwertfeger/BiasAdjustCXX

Bias correction command-line tool for climatic research written in C++

Language: C++ - Size: 12.5 MB - Last synced at: 20 days ago - Pushed at: 7 months ago - Stars: 8 - Forks: 2

nlbao/what-to-ask-when

Critical questions to help you gain useful information, clarify the context, figure out the pain points, and overcome biases.

Size: 8.79 KB - Last synced at: about 1 year ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

ikosmidis/MEstimation.jl

Methods for M-estimation of statistical models

Language: Julia - Size: 345 KB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 11 - Forks: 1

meowoodie/Data-Bias-Reduction

A method to preprocess the training data, producing an adjusted dataset that is independent of the group variable with minimum information loss.

Language: Python - Size: 1.38 MB - Last synced at: over 1 year ago - Pushed at: about 6 years ago - Stars: 0 - Forks: 0

NeilFabiao/UnbiasedML-tradeoff-main

πŸ”In recent years the advancement of ML (machine learning) increased automation for tasks in different domains. One of the challanges was an issues with job recruitment systems that demonstrated bias toward female applicants [4]. This repo will investigate some of the techniques used to overcome these challenges. πŸ‘¨πŸ½β€πŸ”§

Language: Jupyter Notebook - Size: 2.84 MB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

ehsansaleh/code_dcf

This repository contains the firth bias reduction experiments on the few-shot distribution calibration method conducted in the ICLR 2022 spotlight paper "On the Importance of Firth Bias Reduction in Few-Shot Classification".

Language: Python - Size: 94.7 KB - Last synced at: 11 days ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0

hushon/learning-not-to-learn-tensorflow

Tensorflow implementation of Learning Not to Learn (CVPR 2019)

Language: Python - Size: 340 KB - Last synced at: over 1 year ago - Pushed at: about 5 years ago - Stars: 2 - Forks: 1

Frankluox/Channel_Importance_FSL

[ICML 2022] Channel Importance Matters in Few-shot Image Classification

Language: Python - Size: 181 KB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 34 - Forks: 3

ikosmidis/brquasi

Bias reduction in quasi likelihood estimation

Language: R - Size: 49.8 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 9 - Forks: 0

ehsansaleh/firth_bias_reduction

This repository contains the experiments conducted in the ICLR 2022 spotlight paper "On the Importance of Firth Bias Reduction in Few-Shot Classification".

Size: 46.9 KB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 8 - Forks: 0

samorso/IBpaper

This repository contains the code to replicate the numerical studies presented in the paper "A Flexible Bias Correction Method based on Inconsistent Estimators".

Language: R - Size: 316 KB - Last synced at: 21 days ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 1

mthalken/Credit_Risk_Analysis

Sampling algorithms and machine learning models to reduce bias and predict credit risk.

Language: Jupyter Notebook - Size: 18.5 MB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

yurayli/jigsaw-toxic-bias-reduction

unbiased toxicity detection from comments

Language: Jupyter Notebook - Size: 10.1 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

ikosmidis/waldi

Location-adjusted Wald statistics

Language: HTML - Size: 338 MB - Last synced at: about 2 years ago - Pushed at: about 6 years ago - Stars: 0 - Forks: 2

sverma88/ADMA_Demo_2018

The repository contains software library for Data Augmentation Services

Language: Python - Size: 73.2 KB - Last synced at: almost 2 years ago - Pushed at: over 6 years ago - Stars: 0 - Forks: 0

Related Keywords
bias-reduction 23 machine-learning 7 bias-detection 6 bias 5 bias-correction 4 r 4 fairness-ai 4 statistics 3 bias-mitigation 3 regression 3 fairness-ml 3 few-shot-learning 3 python 3 fairness 3 estimation 3 deep-learning 3 artificial-intelligence 2 rstats 2 data-science 2 few-shot-classifcation 2 bias-finder 2 nlp 2 pytorch 2 glm 2 fairness-awareness-model 2 natural-language-processing 2 fairness-testing 2 managment 1 questions 1 life 1 soft-skills 1 automatic-differentiation 1 leadership 1 communication 1 career 1 variance-scaling 1 time-series-analysis 1 scaling-algorithms 1 reanalysis 1 quantile-mapping 1 quantile-delta-mapping 1 post-processing 1 linear-scaling 1 docker-image 1 generative-adversarial-networks 1 augmenting-data 1 inferential-statistics 1 betareg 1 transformer-encoder 1 toxic-comment-classification 1 lstm 1 gpt-2 1 bert 1 credit-risk 1 resampling 1 indirect-inference 1 finite-sample-bias 1 computer-vision 1 quasi-likelihoods 1 tensorflow 1 domain-adaptation 1 firth-bias-reduction 1 data-preprocessing 1 templates 1 statistical-models 1 julia 1 estimating-functions 1 explainable-ai 1 counterfactual-explanations 1 causality 1 social-bias 1 python-package 1 chrome-extension 1 bias-analysis 1 extention 1 word-embeddings 1 word-embedding-fairness 1 word-embedding-evaluation 1 python3 1 nlp-library 1 library 1 vqa 1 trusted-ai 1 ibm-research-ai 1 ibm-research 1 discrimination 1 codait 1 ai 1 docker 1 delta-method 1 correction 1 command-line-tool 1 climate-science 1 climate-prediction 1 climate-data 1 cdf 1 bias-adjustment 1 machine-bias 1 ethics 1 audit 1