bias-detection

There are 5 repositories under bias-detection 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 2324
awesome-open-data-centric-ai
Renumics / awesome-open-data-centric-ai
Curated list of open source tooling for data-centric AI on unstructured data.
awesome-list data-centric-ai data-curation data-versioning data-visualization explainable-ai active-learning feature-vector robust-machine-learning bias-detection computer-vision data-drift deep-learning nlp noisy-labels outlier-detection synthetic-data uncertainty-estimation machine-learning
680
amanchadha / coursera-gan-specialization
Programming assignments and quizzes from all courses within the GANs specialization offered by deeplearning.ai
coursera gan gans generative-adversarial-network generative-model deeplearning-ai stylegan dcgan wgan pix2pix pytorch conditional-gan bias bias-detection biggan u-net data-augmentation artificial-intelligence deep-learning neural-network
Language:Jupyter Notebook 406
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
Open-Sentencing
Call-for-Code-for-Racial-Justice / Open-Sentencing
To help public defenders better serve their clients, Open Sentencing shows racial bias in data such as demographics providing insights for each case
allyship bias-detection blacklivesmatter call-for-code civil-hacking data-science front-end front-end-development frontend hacktoberfest justice justice-system publicdefenders racial-disparities racial-justice sentencing-data sentencing-guidelines techforgood
73
honghanhh / coursera-practical-data-science-specialization
Solutions on Practical Data Science Specialization on Coursera (offered by deeplearning.ai)
data-science bert mlops abtesting model-deployment data-labeling automl statistical-data bias-detection aws-sagemaker pandas matplotlib
Language:Jupyter Notebook 53
YujiaBao / ls
Learning to Split for Automatic Bias Detection
bias-detection data-split label-noise machine-learning
Language:Python 46
mlr-org / mcboost
Multi-Calibration & Multi-Accuracy Boosting for R
machine-learning classification fairness fairness-ml fairness-ai responsible-ai bias-correction bias-detection post-processing ethics
Language:R 28
gesistsa / sweater
👚 Speedy Word Embedding Association Test & Extras using R
r wordembedding bias-detection textanalysis
Language:R 27
HonestyMeter
BetterForAll / HonestyMeter
HonestyMeter: An NLP-powered framework for evaluating objectivity and bias in media content, detecting manipulative techniques, and providing actionable feedback.
bias-correction bias-detection llm media-analytics objectivity-detection
Language:JavaScript 25
AndreFCruz / bias-detection
Detection of propaganda or partisan allegiance in natural text.
bias-detection fairness hyperpartisan-news machine-learning propaganda pytorch
Language:Jupyter Notebook 23
zhihengli-UR / DebiAN
Official code of "Discover and Mitigate Unknown Biases with Debiasing Alternate Networks" (ECCV 2022)
bias-detection bias-mitigation computer-vision responsible-ai trustworthy-ai
Language:Python 22
lorentzenchr / model-diagnostics
Tools for diagnostics and assessment of (machine learning) models
calibration machine-learning performance-metrics bias-detection python
Language:Python 21
SonyResearch / apparent_skincolor
"Beyond Skin Tone: A Multidimensional Measure of Apparent Skin Color" (ICCV 2023)
bias-detection fairness skin-color skin-tone skin-hue
Language:Python 19
valeria-io / bias-in-credit-models
Examples of unfairness detection for a classification-based credit model
fairness fairness-ai fairness-testing ethical-data-science bias-detection bias-correction
Language:Jupyter Notebook 19
zhihengli-UR / discover_unknown_biases
Official code of "Discover the Unknown Biased Attribute of an Image Classifier" (ICCV 2021)
disentanglement ai-fairness bias-detection stylegan responsible-ai trustworthy-ai
Language:Python 19
monk1337 / Awesome-Robust-Machine-Learning
A curated list of Robust Machine Learning papers/articles and recent advancements.
bias-detection concept-shift covariate-shift data-shift deep-learning distribution-shift fairness fairness-ml label-shift machine-learning ood robust-machine-learning awesome-list fairness-ai fairness-testing machine-learning-bias robust-learning federated-learning healthcare healthcare-federated-learning
18
umanlp / RedditBias
Code & Data for the paper "RedditBias: A Real-World Resource for Bias Evaluation and Debiasing of Conversational Language Models"
natural-language-processing transformers conversational-ai bias-detection debiasing-neural-networks
Language:Python 18
maxdreyer / Reveal2Revise
Reveal to Revise: An Explainable AI Life Cycle for Iterative Bias Correction of Deep Models. Paper presented at MICCAI 2023 conference.
bias correction r2r xai bias-correction bias-detection debugging model-correction
Language:Python 17
krangelie / bias-in-german-nlg
Master thesis: Exploring bias in German NLG (GPT-3 & GerPT-2). Applies regard classification and bias mitigation triggers.
natural-language-processing nlp text-classification bias-detection bias-correction german-nlp natural-language-generation ethical-ai ethical-artificial-intelligence
Language:Jupyter Notebook 14
minnesotanlp / cobbler
Code and data for ACL ARR 2024 paper "Benchmarking Cognitive Biases in Large Language Models as Evaluators"
bias evaluation llm nlp bias-detection llm-as-a-judge llm-as-evaluator llm-as-judge llm-evaluation llms llms-benchmarking
Language:Jupyter Notebook 13
name-ethnicity-classifier / name-ethnicity-classifier
This repository contains a console-interface name-ethnicity classifier
ethnicity-classifier nationality-predicter bias-detection social-sciences conv-lstm machine-learning
Language:Python 13
YujiaBao / tofu
"Learning Stable Classifiers by Transferring Unstable Features" ICML 2022
icml-2022 machine-learning bias-detection
Language:Python 13
IQTLabs / daisybell
Scan your AI/ML models for problems before you put them into production.
ai-alignment ai-assurance ai-safety bias-correction bias-detection cybersecurity model-poison
Language:Python 11
investigation-google-keyword-planner
the-markup / investigation-google-keyword-planner
Materials to reproduce findings in our story, "Google Ad Portal Equated 'Black Girls' With Porn"
google-ads bias-detection google-adwords algorithm-auditing
Language:HTML 11
iPieter / biased-rulers
A survey of fairness in contextualized language models
bert bias-detection fairness language-model
Language:Jupyter Notebook 9
AndreFCruz / semeval2019-hyperpartisan-news
Our submission to the SemEval2019 shared task on Hyperpartisan News Detection.
semeval semeval-2019 bias-detection
Language:Python 8
jklu-jaipur / Political-Biasness-Detection
Our ML model calculates the biasness of a political article based on linguistic features and classifies them as biased towards the ruling government, bias towards the opposition, or neutral.
bias-detection linguistic-analysis linguistic-corpora machine-learning natural-language-processing
Language:Jupyter Notebook 8
andrewimpellitteri / llm_poli_compass
A program to automate testing open source LLMs for their political compass scores
bias-detection llamacpp llm political-compass testing-tools llms evaluation-framework
Language:Python 7
melisale17 / beautiful-data-
Find here the analysis of the data for the experiment when an unconscious preference is happening in real time
eeg brain-computer-interface emotiv-epoc-headset emotiv cognitive bias-finder bias biases bias-detection
Language:Jupyter Notebook 7
LSLeClercq / ABCal
Author Bias Computation and Scientometric Plotting
authors bias bias-detection meta-analysis publications systematic-reviews informetrics scientometrics
Language:Python 6
monk1337 / Awesome-Distribution-Shift
A curated list of Distribution Shift papers/articles and recent advancements.
bias-detection data data-shift distribution-shift fairness fairness-ml machine-learning machine-learning-algorithms ood ood-detection robust-machine-learning concept-shift covariate-shift label-shift
6
aliciapj / xai-genz
Explainable AI & fashion talk & experiments
ai artificial-intelligence artificial-intelligence-algorithms artificial-neural-networks bias-detection bias-mitigation fairness-ai fairness-ml fashion-mnist fashion-mnist-dataset keras keras-vis lime machine-learning ml shap t3chfest tensorflow xai
Language:Jupyter Notebook 5
jaddoughman / Gender-Bias-Datasets-Lexicons
Language has a profound impact on our thoughts, perceptions, and conceptions of gender roles. Gender-inclusive language is, therefore, a key tool to promote social inclusion and contribute to achieving gender equality. Consequently, detecting and mitigating gender bias in texts is instrumental in halting its propagation and societal implications. However, there is a lack of gender bias datasets and lexicons for automating the detection of gender bias using supervised and unsupervised machine learning (ML) and natural language processing (NLP) techniques. Therefore, the main contribution of this work is to publicly provide labeled datasets and exhaustive lexicons by collecting, annotating, and augmenting relevant sentences to facilitate the detection of gender bias in English text. Towards this end, we present an updated version of our previously proposed taxonomy by re-formalizing its structure, adding a new bias type, and mapping each bias subtype to an appropriate detection methodology. The released datasets and lexicons span multiple bias subtypes including: Generic He, Generic She, Explicit Marking of Sex, and Gendered Neologisms. We leveraged the use of word embedding models to further augment the collected lexicons. The underlying motivation of our work is to enable the technical community to combat gender bias in text and halt its propagation using ML and NLP techniques.
bias-detection datasets lexicons
5
ritika-0111 / Bias-Toxic-Classification
Bert Classification on Jigsaw Data with Gender as a basic genre, followed by identifying Bias in Toxic Classification.
bert-classification jigsaw toxic-comment-classification bias-detection
Language:Jupyter Notebook 4
UCL / UKCORDEX-plot-explorer
This website displays plots showing bias analysis in different climate models.
climate-change bias-detection react
4

bias-detection

Trusted-AI / AIF360

Renumics / awesome-open-data-centric-ai

amanchadha / coursera-gan-specialization

dccuchile / wefe

Call-for-Code-for-Racial-Justice / Open-Sentencing

honghanhh / coursera-practical-data-science-specialization

YujiaBao / ls

mlr-org / mcboost

gesistsa / sweater

BetterForAll / HonestyMeter

AndreFCruz / bias-detection

zhihengli-UR / DebiAN

lorentzenchr / model-diagnostics

SonyResearch / apparent_skincolor

valeria-io / bias-in-credit-models

zhihengli-UR / discover_unknown_biases

monk1337 / Awesome-Robust-Machine-Learning

umanlp / RedditBias

maxdreyer / Reveal2Revise

krangelie / bias-in-german-nlg

minnesotanlp / cobbler

name-ethnicity-classifier / name-ethnicity-classifier

YujiaBao / tofu

IQTLabs / daisybell

the-markup / investigation-google-keyword-planner

iPieter / biased-rulers

AndreFCruz / semeval2019-hyperpartisan-news

jklu-jaipur / Political-Biasness-Detection

andrewimpellitteri / llm_poli_compass

melisale17 / beautiful-data-

LSLeClercq / ABCal

monk1337 / Awesome-Distribution-Shift

aliciapj / xai-genz

jaddoughman / Gender-Bias-Datasets-Lexicons

ritika-0111 / Bias-Toxic-Classification

UCL / UKCORDEX-plot-explorer