bias-reduction

There are 1 repository under bias-reduction topic.

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.
ai artificial-intelligence bias bias-correction bias-detection bias-finder bias-reduction codait deep-learning discrimination fairness fairness-ai fairness-awareness-model fairness-testing ibm-research ibm-research-ai machine-learning python r trusted-ai
Language:Python 2328
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!
word-embeddings word-embedding-evaluation word-embedding-fairness fairness-ml fairness-ai nlp nlp-library library python3 bias-detection bias-reduction
Language:Python 171
ResponsiblyAI / responsibly
Toolkit for Auditing and Mitigating Bias and Fairness of Machine Learning Systems 🔎🤖🧰
python machine-learning artificial-intelligence fairness bias data-science ethics fairness-ml fairness-ai fairness-testing machine-bias fairness-awareness-model bias-correction natural-language-processing bias-reduction bias-finder audit
Language:Python 90
cdancette / rubi.bootstrap.pytorch
NeurIPS 2019 Paper: RUBi : Reducing Unimodal Biases for Visual Question Answering
vqa bias deep-learning pytorch bias-reduction
Language:Python 59
Frankluox / Channel_Importance_FSL
[ICML 2022] Channel Importance Matters in Few-shot Image Classification
bias-reduction few-shot-classifcation few-shot-learning
Language:Python 50
ikosmidis / brglm2
Estimation and inference from generalized linear models using explicit and implicit methods for bias reduction
estimation algorithms r bias-reduction glm rstats regression-algorithms regression statistics logistic-regression nominal-responses ordinal-responses adjusted-score-equations bias-reducing-adjustments
Language:R 28
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".
few-shot-learning few-shot-classifcation bias-reduction computer-vision
11
ikosmidis / MEstimation.jl
Methods for M-estimation of statistical models
julia estimation estimating-functions statistical-models statistics automatic-differentiation templates bias-reduction
Language:Julia 11
ikosmidis / brquasi
Bias reduction in quasi likelihood estimation
rstats r regression bias-reduction quasi-likelihoods estimation
Language:R 9
BiasAdjustCXX
btschwertfeger / BiasAdjustCXX
Bias correction command-line tool for climatic research written in C++
bias-adjustment bias-correction climate-data climate-science climate-prediction correction quantile-mapping scaling-algorithms linear-scaling quantile-delta-mapping variance-scaling delta-method time-series-analysis post-processing docker docker-image bias-reduction cdf command-line-tool reanalysis
Language:C++ 7
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".
bias-reduction few-shot-learning firth-bias-reduction
Language:Python 2
hushon / learning-not-to-learn-tensorflow
Tensorflow implementation of Learning Not to Learn (CVPR 2019)
bias-reduction deep-learning domain-adaptation fairness-ml machine-learning tensorflow
Language:Python 2
UnbiasedML-tradeoff-main
NeilFabiao / UnbiasedML-tradeoff-main
🔍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. 👨🏽‍🔧
fairness-ai machine-learning bias-reduction bias-detection data-science
Language:Jupyter Notebook 0
nlbao / what-to-ask-when
Critical questions to help you gain useful information, clarify the context, figure out the pain points, and overcome biases.
bias-reduction career communication leadership life managment questions soft-skills
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".
statistics bias-reduction indirect-inference regression resampling finite-sample-bias
Language:R 0
sverma88 / ADMA_Demo_2018
The repository contains software library for Data Augmentation Services
augmenting-data bias-reduction generative-adversarial-networks
Language:Python 0
hudson-newey / Bias-Alert
A small and simple prototype designed to alert users of the bias of the news source.
bias-detection bias extention bias-reduction bias-mitigation
Language:JavaScript
ikosmidis / waldi
Location-adjusted Wald statistics
inferential-statistics glm betareg bias-reduction r
Language:HTML
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.
bias bias-reduction data-preprocessing fairness machine-learning python
Language:Python
mthalken / Credit_Risk_Analysis
Sampling algorithms and machine learning models to reduce bias and predict credit risk.
bias-reduction credit-risk machine-learning
Language:Jupyter Notebook
yurayli / jigsaw-toxic-bias-reduction
unbiased toxicity detection from comments
bert bias-reduction gpt-2 lstm nlp toxic-comment-classification transformer-encoder
Language:Jupyter Notebook

bias-reduction

Trusted-AI / AIF360

dccuchile / wefe

ResponsiblyAI / responsibly

cdancette / rubi.bootstrap.pytorch

Frankluox / Channel_Importance_FSL

ikosmidis / brglm2

ehsansaleh / firth_bias_reduction

ikosmidis / MEstimation.jl

ikosmidis / brquasi

btschwertfeger / BiasAdjustCXX

ehsansaleh / code_dcf

hushon / learning-not-to-learn-tensorflow

NeilFabiao / UnbiasedML-tradeoff-main

nlbao / what-to-ask-when

samorso / IBpaper

sverma88 / ADMA_Demo_2018

hudson-newey / Bias-Alert

ikosmidis / waldi

meowoodie / Data-Bias-Reduction

mthalken / Credit_Risk_Analysis

yurayli / jigsaw-toxic-bias-reduction