fairness

There are 14 repositories under fairness topic.

jphall663 / awesome-machine-learning-interpretability
A curated list of awesome responsible machine learning resources.
ai-safety awesome awesome-list data-science explainable-ml fairness interpretability interpretable-ai interpretable-machine-learning interpretable-ml machine-learning machine-learning-interpretability privacy-enhancing-technologies privacy-preserving-machine-learning python r reliable-ai secure-ml transparency xai
3461
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 fairness-ai fairness fairness-testing fairness-awareness-model bias-detection bias bias-correction bias-reduction bias-finder artificial-intelligence discrimination ibm-research-ai ibm-research machine-learning deep-learning codait trusted-ai r python
Language:Python 2324
fairlearn / fairlearn
A Python package to assess and improve fairness of machine learning models.
ai ai-systems artificial-intelligence fairness fairness-ai fairness-assessment fairness-ml group-fairness harms machine-learning responsible-ai unfairness-mitigation
Language:Python 1808
DALEX
ModelOriented / DALEX
moDel Agnostic Language for Exploration and eXplanation
machine-learning interpretability data-science xai iml model-visualization dalex explanations explainable-ai explainable-artificial-intelligence predictive-modeling black-box explainable-ml interpretable-machine-learning explanatory-model-analysis responsible-ai responsible-ml fairness
Language:Python 1330
microsoft / responsible-ai-toolbox
Responsible AI Toolbox is a suite of tools providing model and data exploration and assessment user interfaces and libraries that enable a better understanding of AI systems. These interfaces and libraries empower developers and stakeholders of AI systems to develop and monitor AI more responsibly, and take better data-driven actions.
data-analysis data-science data-visualization error-analysis explainability explainable-ai explainable-ml fairness fairness-ai fairness-ml interpretability jupyter machine-learning machinelearning ml responsible-ai ui visualization widget widgets
Language:TypeScript 1226
tangxyw / RecSysPapers
推荐/广告/搜索领域工业界经典以及最前沿论文集合。A collection of industry classics and cutting-edge papers in the field of recommendation/advertising/search.
calibration causal-inference cold-start contrastive-learning debias distillation diverse fairness feedback-delay look-alike match multi-modal multi-scenario multi-task papers pre-rank rank re-rank recommendation-system reinforcement-learning
Language:Python 1001
gnolang / gno
Gno: An interpreted, stack-based Go virtual machine to build succinct and composable apps + Gno.land: a blockchain for timeless code and fair open-source
gno gnoland gnolang bft blockchain cosmos smart-contracts tendermint golang tendermint2 gnovm fairness interpreter web3 proof-of-contribution virtual-machine composability concurrency truth-discovery
Language:Go 825
jphall663 / interpretable_machine_learning_with_python
Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.
machine-learning python fatml xai gradient-boosting-machine decision-tree data-science fairness interpretable-machine-learning interpretability machine-learning-interpretability iml accountability transparency data-mining interpretable-ml interpretable interpretable-ai lime h2o
Language:Jupyter Notebook 663
dssg / aequitas
Bias Auditing & Fair ML Toolkit
fairness bias machine-bias fairness-testing
Language:Python 634
h2oai / mli-resources
H2O.ai Machine Learning Interpretability Resources
machine-learning python jupyter-notebooks interpretability data-science data-mining h2o mli xai fatml transparency accountability fairness xgboost machine-learning-interpretability iml interpretable-machine-learning interpretable-ml interpretable-ai explainable-ml
Language:Jupyter Notebook 479
WwZzz / easyFL
An experimental platform for federated learning.
pytorch federated-learning distributed-computing deep-learning fairness machine-learning
Language:Jupyter Notebook 445
adebayoj / fairml
auditing-predictive-models discrimination fairness model-criticism prediction-model toolbox
Language:Python 357
datamllab / awesome-fairness-in-ai
A curated list of awesome Fairness in AI resources
ai bias deep-learning fairness gender-bias interpretability machine-learning xai
304
MinghuiChen43 / awesome-trustworthy-deep-learning
A curated list of trustworthy deep learning papers. Daily updating...
adversarial-machine-learning ai-alignment backdoor causality deep-learning fairness gradient-leakage green-ai hallucinations interpretable-deep-learning machine-unlearning membership-inference-attack out-of-distribution-generalization ownership poisoning privacy robustness security uncertainty watermarking
287
twitter-research / image-crop-analysis
Code for reproducing our analysis in the paper titled: Image Cropping on Twitter: Fairness Metrics, their Limitations, and the Importance of Representation, Design, and Agency
machine-learning computer-vision image-processing bias fairness-ml fairness research
Language:Jupyter Notebook 250
yromano / cqr
Conformalized Quantile Regression
conformal-prediction quantile-regression deep-learning pytorch random-forest-regression prediction prediction-intervals fairness conformal-methods algorithmic-fairness random-forest
Language:Jupyter Notebook 223
mbilalzafar / fair-classification
Python code for training fair logistic regression classifiers.
fairness discrimination machine-learning
Language:Python 185
linkedin / LiFT
The LinkedIn Fairness Toolkit (LiFT) is a Scala/Spark library that enables the measurement of fairness in large scale machine learning workflows.
fairness fairness-ml fairness-ai linkedin spark machine-learning scala
Language:Scala 167
deep-explanation-penalization
laura-rieger / deep-explanation-penalization
Code for using CDEP from the paper "Interpretations are useful: penalizing explanations to align neural networks with prior knowledge" https://arxiv.org/abs/1909.13584
interpretability neural-network machine-learning convolutional-neural-network pytorch explainability deep-learning explainable-ai artificial-intelligence ml ai python data-science jupyter-notebook feature-importance recurrent-neural-network fairness fairness-ml cdep interpretable-deep-learning
Language:Jupyter Notebook 123
cosmicBboy / themis-ml
A library that implements fairness-aware machine learning algorithms
machine-learning-algorithms discrimination social-bias fairness accountability transparency ethics
Language:Jupyter Notebook 121
Echo-Ji / ST-SSL
ST-SSL (STSSL): Spatio-Temporal Self-Supervised Learning for Traffic Flow Forecasting/Prediction
self-supervised-learning traffic-flow-prediction traffic-forecasting spatio-temporal-prediction aaai adaptive contrastive-learning data-augmentation data-mining fairness graph-augmentation graph-neural-networks location-embedding representation-learning robust-machine-learning robustness spatio-temporal-data
Language:Python 121
EdisonLeeeee / Awesome-Fair-Graph-Learning
Paper List for Fair Graph Learning (FairGL).
fairness graph-learning graph-neural-networks
110
feedzai / fairgbm
Train Gradient Boosting models that are both high-performance *and* Fair!
fairness fairness-ml gbm gradient-boosting lightgbm tabular-data
Language:C++ 97
weitianxin / awesome-distribution-shift
A curated list of papers and resources about the distribution shift in machine learning.
artificial-intelligence deep-learning distribution-shift domain-adaptation domain-generalization fairness generalization graph machine-learning neural-network robustness
97
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 89
fairlens
synthesized-io / fairlens
Identify bias and measure fairness of your data
bias data data-analysis data-science fairness pandas python statistics
Language:Python 87
yongkaiwu / FairAI
This is a collection of papers and other resources related to fairness.
fairness fair ethics ai machine-learning discrimination bias algorithm ijcai icdm kdd aistats nips cikm icml papers aaai uai artificial-intelligence fate
Language:HTML 87
fairmodels
ModelOriented / fairmodels
Flexible tool for bias detection, visualization, and mitigation
fairness explainable-ml explain-classifiers fairness-ml fairness-comparison model-evaluation
Language:R 85
Hackathonners / vania
A module which fairly distributes a list of arbitrary objects among a set of targets, considering weights.
task distribution linear programming model module fairness
Language:Python 77
Anish-Agnihotri / blog-effective-nft-launches-data
Data+code for NFT launch guide blogpost.
data exploiting fairness launches nft
Language:Jupyter Notebook 71
apple / dnikit
A Python toolkit for analyzing machine learning models and datasets.
fairness-ml introspection machine-learning python ai bias compression data fairness ml data-duplication
Language:Python 70
fat-forensics / fat-forensics
Modular Python Toolbox for Fairness, Accountability and Transparency Forensics
machine-learning fairness accountability transparency interpretability explainability explainable-ai interpretable-ai
Language:Python 70
aws / amazon-sagemaker-clarify
Fairness Aware Machine Learning. Bias detection and mitigation for datasets and models.
machine-learning fairness fairness-ml fairness-ai
Language:Python 65
EducationalTestingService / rsmtool
A Python package to facilitate research on building and evaluating automated scoring models.
scoring-models automated-scoring-engines python visualization scikit-learn fairness hacktoberfest
Language:Python 65
romanlutz / ResponsibleAI
A collection of news articles, books, and papers on Responsible AI cases. The purpose is to study these cases and learn from them to avoid repeating the failures of the past.
artificial-intelligence bias discrimination fairness hiring-algorithms machine-learning responsible-ai
62
Envek / sidekiq-fair_tenant
Sidekiq middleware to re-route “greedy” clients’ jobs to slower queues
fairness multitenancy sidekiq
Language:Ruby 58

fairness

jphall663 / awesome-machine-learning-interpretability

Trusted-AI / AIF360

fairlearn / fairlearn

ModelOriented / DALEX

microsoft / responsible-ai-toolbox

tangxyw / RecSysPapers

gnolang / gno

jphall663 / interpretable_machine_learning_with_python

dssg / aequitas

h2oai / mli-resources

WwZzz / easyFL

adebayoj / fairml

datamllab / awesome-fairness-in-ai

MinghuiChen43 / awesome-trustworthy-deep-learning

twitter-research / image-crop-analysis

yromano / cqr

mbilalzafar / fair-classification

linkedin / LiFT

laura-rieger / deep-explanation-penalization

cosmicBboy / themis-ml

Echo-Ji / ST-SSL

EdisonLeeeee / Awesome-Fair-Graph-Learning

feedzai / fairgbm

weitianxin / awesome-distribution-shift

ResponsiblyAI / responsibly

synthesized-io / fairlens

yongkaiwu / FairAI

ModelOriented / fairmodels

Hackathonners / vania

Anish-Agnihotri / blog-effective-nft-launches-data

apple / dnikit

fat-forensics / fat-forensics

aws / amazon-sagemaker-clarify

EducationalTestingService / rsmtool

romanlutz / ResponsibleAI

Envek / sidekiq-fair_tenant