fairness · GitHub Topics

jphall663 / awesome-machine-learning-interpretability

#Awesome#A curated list of awesome responsible machine learning resources.

fairness xai interpretability transparency 机器学习数据科学 Python R Awesome Lists machine-learning-interpretability interpretable-machine-learning interpretable-ml interpretable-ai explainable-ml ai-safety privacy-enhancing-technologies privacy-preserving-machine-learning

3.8 k

5 天前

Trusted-AI / AIF360

#计算机科学#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.

人工智能 fairness-ai fairness fairness-testing fairness-awareness-model bias-detection bias bias-correction bias-reduction bias-finder 机器学习深度学习 codait trusted-ai R Python

Python 2.6 k

6 个月前

fairlearn / fairlearn

#计算机科学#A Python package to assess and improve fairness of machine learning models.

fairness-ml fairness-ai fairness 机器学习人工智能 unfairness-mitigation fairness-assessment responsible-ai harms

Python 2.09 k

20 天前

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 distillation fairness match papers recommendation-system reinforcement-learning multi-modal

Python 1.8 k

20 天前

microsoft / responsible-ai-toolbox

#计算机科学#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 libr...

ui responsible-ai 数据科学 fairness fairness-ml fairness-ai explainable-ai explainable-ml explainability 机器学习可视化 widgets widget Jupyter Notebook 数据分析数据可视化 interpretability

TypeScript 1.56 k

4 个月前

ModelOriented / DALEX

#计算机科学#moDel Agnostic Language for Exploration and eXplanation

机器学习 interpretability 数据科学 xai model-visualization explanations explainable-ai predictive-modeling explainable-ml interpretable-machine-learning responsible-ai responsible-ml fairness

Python 1.42 k

4 个月前

gnolang / gno

#区块链#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 区块链 cosmos smart-contracts tendermint Go tendermint2 fairness interpreter web3 virtual-machine composability concurrency Hacktoberfest

Go 961

2 天前

satmihir / fair

A Go library for serving resources fairly

distributed-systems fairness go-library

Go 759

9 天前

dssg / aequitas

Bias Auditing & Fair ML Toolkit

fairness bias fairness-testing

Python 722

1 个月前

jphall663 / interpretable_machine_learning_with_python

#计算机科学#Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.

机器学习 Python xai gradient-boosting-machine decision-tree 数据科学 fairness interpretable-machine-learning interpretability machine-learning-interpretability transparency data-mining interpretable-ml interpretable-ai lime h2o

Jupyter Notebook 681

1 年前

WwZzz / easyFL

#计算机科学#An experimental platform for federated learning.

PyTorch federated-learning distributed-computing 深度学习 fairness 机器学习

Jupyter Notebook 594

12 天前

h2oai / mli-resources

#计算机科学#H2O.ai Machine Learning Interpretability Resources

机器学习 Python jupyter-notebooks interpretability 数据科学 data-mining h2o xai transparency fairness xgboost machine-learning-interpretability interpretable-machine-learning interpretable-ml interpretable-ai explainable-ml

Jupyter Notebook 488

5 年前

MinghuiChen43 / awesome-trustworthy-deep-learning

#计算机科学#A curated list of trustworthy deep learning papers. Daily updating...

adversarial-machine-learning 安全隐私深度学习 poisoning fairness backdoor ownership robustness interpretable-deep-learning causality hallucinations uncertainty watermarking ai-alignment

369

5 天前

adebayoj / fairml

fairness toolbox prediction-model

Python 364

4 年前

datamllab / awesome-fairness-in-ai

#计算机科学#A curated list of awesome Fairness in AI resources

fairness 机器学习深度学习 xai interpretability bias 人工智能

322

2 年前

yromano / cqr

#计算机科学#Conformalized Quantile Regression

深度学习 PyTorch prediction fairness random-forest

Jupyter Notebook 275

3 年前

twitter-research / image-crop-analysis

#计算机科学#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

机器学习机器视觉图像处理 bias fairness-ml fairness research

Jupyter Notebook 253

4 年前