Search Results - RepositoryStats

427

2.0k

mit

39

A Python package to assess and improve fairness of machine learning models.

ai harms fairness ai-systems fairness-ai fairness-ml group-fairness responsible-ai machine-learning fairness-assessment unfairness-mitigation artificial-intelligence

Created 2018-05-15

920 commits to main branch, last one 4 days ago

responsible-ai-toolbox microsoft

375

1.4k

mit

33

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...

Created 2020-07-06

1,970 commits to main branch, last one 4 months ago

awesome-imbalanced-learning ZhiningLiu1998

226

1.4k

cc0-1.0

44

😎 Everything about class-imbalanced/long-tail learning: papers, codes, frameworks, and libraries | 有关类别不平衡/长尾学习的一切：论文、代码、框架与库

awesome fair-ml fairness-ml skewed-data awesome-list deep-learning class-imbalance imbalanced-data machine-learning ensemble-learning imbalanced-classes imbalanced-learning imbalanced-classification

Created 2020-03-05

52 commits to master branch, last one about a year ago

synthcity vanderschaarlab

66

478

apache-2.0

15

A library for generating and evaluating synthetic tabular data for privacy, fairness and data augmentation.

privacy pytorch fairness-ml tabular-data synthetic-data generative-model machine-learning data-augmentation

Created 2022-03-18

165 commits to main branch, last one 2 months ago

fairness-indicators tensorflow

80

344

apache-2.0

25

Tensorflow's Fairness Evaluation and Visualization Toolkit

tensorflow fairness-ml fairness-indicators

Created 2019-09-30

330 commits to master branch, last one 3 days ago

image-crop-analysis twitter-research

38

252

apache-2.0

10

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

bias fairness research fairness-ml computer-vision image-processing machine-learning

Created 2021-05-18

9 commits to main branch, last one 3 years ago

fair_flearn litian96

60

244

mit

7

Fair Resource Allocation in Federated Learning (ICLR '20)

fairness-ml alpha-fairness federated-learning distributed-optimization

Created 2019-05-24

22 commits to master branch, last one 3 years ago

wefe dccuchile

14

175

mit

6

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 ca...

nlp library python3 fairness-ai fairness-ml nlp-library bias-detection bias-reduction word-embeddings word-embedding-fairness word-embedding-evaluation

Created 2020-03-11

274 commits to develop branch, last one about a year ago

LiFT linkedin

21

167

bsd-2-clause

15

The LinkedIn Fairness Toolkit (LiFT) is a Scala/Spark library that enables the measurement of fairness in large scale machine learning workflows.

scala spark fairness linkedin fairness-ai fairness-ml machine-learning

Created 2020-07-01

17 commits to main branch, last one 3 years ago

deep-explanation-penalization laura-rieger

14

128

mit

9

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

Created 2019-02-12

89 commits to master branch, last one 3 years ago

gdc naver

21

117

other

10

Code accompanying our papers on the "Generative Distributional Control" framework

ai nlg nlp gpt3 gpt-2 fairness-ml controlled-nlg language-model machine-learning exponential-family information-geometry reinforcement-learning

Created 2021-03-05

12 commits to master branch, last one 2 years ago

fairgbm feedzai

5

103

other

13

Train Gradient Boosting models that are both high-performance *and* Fair!

gbm fairness lightgbm fairness-ml tabular-data gradient-boosting

Created 2022-03-28

2,605 commits to main-fairgbm branch, last one 6 months ago

responsibly ResponsiblyAI

22

96

mit

6

Toolkit for Auditing and Mitigating Bias and Fairness of Machine Learning Systems 🔎🤖🧰

bias audit ethics python fairness bias-finder fairness-ai fairness-ml data-science machine-bias bias-reduction bias-correction fairness-testing machine-learning artificial-intelligence fairness-awareness-model natural-language-processing

Created 2018-08-02

294 commits to master branch, last one 3 years ago

langfair cvs-health

14

87

other

1

LangFair is a Python library for conducting use-case level LLM bias and fairness assessments

ai llm bias python fairness ai-safety ethical-ai fairness-ai fairness-ml bias-detection responsible-ai fairness-testing large-language-models artificial-intelligence

Created 2024-09-20

183 commits to main branch, last one a day ago

fairmodels ModelOriented

16

86

gpl-3.0

7

Flexible tool for bias detection, visualization, and mitigation

fairness fairness-ml explainable-ml model-evaluation explain-classifiers fairness-comparison

Created 2020-03-28

231 commits to master branch, last one 2 years ago

dnikit apple

9

80

apache-2.0

10

A Python toolkit for analyzing machine learning models and datasets.

ai ml bias data python fairness compression fairness-ml introspection data-duplication machine-learning

Created 2023-04-29

2 commits to main branch, last one about a year ago

bold amazon-science

12

71

other

2

Dataset associated with "BOLD: Dataset and Metrics for Measuring Biases in Open-Ended Language Generation" paper

nlg nlp bert bias gpt-2 bert-model fairness-ml nlg-dataset language-model text-generation

Created 2021-03-02

2 commits to main branch, last one 3 years ago

ml-fairness-framework firmai

16

70

unknown

5

FairPut - Machine Learning Fairness Framework with LightGBM — Explainability, Robustness, Fairness (by @firmai)

xai alibi aif360 aix360 contrastive fairness-ai fairness-ml prototypical counterfactual explainable-ai explainable-ml fairness-indicators interpretable-machine-learning

Created 2020-03-11

63 commits to master branch, last one 3 years ago

awesome-ml-fairness brandeis-machine-learning

6

68

apache-2.0

2

Papers and online resources related to machine learning fairness

papers awesome fairness fairness-ai fairness-ml research-paper machine-learning human-ai-interaction trustworthy-machine-learning

Created 2021-07-17

70 commits to main branch, last one about a year ago

amazon-sagemaker-clarify aws

38

68

apache-2.0

20

Fairness Aware Machine Learning. Bias detection and mitigation for datasets and models.

fairness fairness-ai fairness-ml machine-learning

Created 2020-04-21

137 commits to master branch, last one about a year ago

TERM litian96

9

59

mit

3

Tilted Empirical Risk Minimization (ICLR '21)

fairness-ml exponential-tilting label-noise-robustness learning-models-and-generalization

Created 2020-07-02

19 commits to master branch, last one about a year ago

presentations CODAIT

18

52

unknown

30

Talks & Workshops by the CODAIT team

fairness-ai fairness-ml open-source data-science deep-learning presentations machine-learning

Created 2019-09-23

205 commits to master branch, last one 3 years ago

CollaborativeFairFederatedLearning XinyiYS

12

49

unknown

6

Official implementation of our work "Collaborative Fairness in Federated Learning."

privacy fairness-ml federated-learning collaborative-learning fairness-awareness-model

Created 2020-04-02

413 commits to master branch, last one 6 months ago

credoai_lens credo-ai

8

47

apache-2.0

7

Credo AI Lens is a comprehensive assessment framework for AI systems. Lens standardizes model and data assessment, and acts as a central gateway to assessments created in the open source community.

ai ml python jupyter reporting assessment fairness-ai fairness-ml data-science visualization responsible-ai machine-learning artificial-intelligence ethical-artificial-intelligence

This repository has been archived (exclude archived)

Created 2021-12-10

1,906 commits to develop branch, last one 6 months ago

Metric-Fairness txsun1997

4

40

mit

1

EMNLP'2022: BERTScore is Unfair: On Social Bias in Language Model-Based Metrics for Text Generation

bertscore fairness-ai fairness-ml metric-bias deep-learning text-generation pretrained-language-model natural-language-processing

Created 2022-10-08

53 commits to main branch, last one 2 years ago

responsible-ai-toolbox-genbit microsoft

7

38

other

11

A tool for gender bias identification in text. Part of Microsoft's Responsible AI toolbox.

gender jupyter fairnness fairness-ai fairness-ml gender-bias data-science machine-learning natural-language natural-language-processing

Created 2021-12-20

26 commits to main branch, last one 2 years ago

EqualityML EqualityAI

3

34

apache-2.0

6

Evidence-based tools and community collaboration to end algorithmic bias, one data scientist at a time.

bias fair biases fairness fairness-ml data-science bias-correction bias-mitigation machine-learning

Created 2022-09-21

311 commits to main branch, last one about a year ago

responsible-ai-workshop microsoft

8

32

cc-by-4.0

4

Responsible AI Workshop: a series of tutorials & walkthroughs to illustrate how put responsible AI into practice

ml widgets fairness principles fairness-ai fairness-ml error-analysis explainability explainable-ai explainable-ml mlops-workshop responsible-ai jupyter-notebook machine-learning

Created 2022-03-12

51 commits to main branch, last one about a month ago

fairret aida-ugent

1

26

mit

3

A fairness library in PyTorch.

ai bias python pytorch fairness fairness-ai fairness-ml deep-learning machine-learning artificial-intelligence

Created 2024-01-31

69 commits to main branch, last one 5 months ago