25 results found Sort:

fairlearn
fairlearn fairlearn
403
1.9k
mit
36
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
862 commits to main branch, last one 16 days ago
ZhiningLiu1998
awesome-imbalanced-learning ZhiningLiu1998
220
1.3k
cc0-1.0
43
😎 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 8 months ago
microsoft
responsible-ai-toolbox microsoft
332
1.3k
mit
29
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...
ml ui widget jupyter widgets fairness fairness-ai fairness-ml data-science data-analysis visualization error-analysis explainability explainable-ai explainable-ml responsible-ai machinelearning interpretability machine-learning data-visualization
Created 2020-07-06
1,964 commits to main branch, last one about a month ago
vanderschaarlab
synthcity vanderschaarlab
51
388
apache-2.0
12
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
156 commits to main branch, last one 2 months ago
tensorflow
fairness-indicators tensorflow
78
336
apache-2.0
26
Tensorflow's Fairness Evaluation and Visualization Toolkit
tensorflow fairness-ml fairness-indicators
Created 2019-09-30
327 commits to master branch, last one 2 months ago
twitter-research
image-crop-analysis twitter-research
38
250
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 2 years ago
litian96
fair_flearn litian96
59
239
mit
6
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
dccuchile
wefe dccuchile
15
171
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 6 months ago
linkedin
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
laura-rieger
deep-explanation-penalization laura-rieger
13
123
mit
10
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
ai ml cdep python pytorch fairness fairness-ml data-science deep-learning explainability explainable-ai neural-network interpretability jupyter-notebook machine-learning feature-importance artificial-intelligence recurrent-neural-network interpretable-deep-learning convolutional-neural-network
Created 2019-02-12
89 commits to master branch, last one 3 years ago
naver
gdc naver
22
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 about a year ago
feedzai
fairgbm feedzai
5
99
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 28 days ago
ResponsiblyAI
responsibly ResponsiblyAI
21
90
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
ModelOriented
fairmodels ModelOriented
15
85
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 about a year ago
apple
dnikit apple
6
74
apache-2.0
11
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 9 months ago
firmai
ml-fairness-framework firmai
16
72
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 2 years ago
aws
amazon-sagemaker-clarify aws
38
66
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 6 months ago
brandeis-machine-learning
awesome-ml-fairness brandeis-machine-learning
6
59
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-science
bold amazon-science
9
58
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
litian96
TERM litian96
9
55
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 7 months ago
CODAIT
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
XinyiYS
CollaborativeFairFederatedLearning XinyiYS
12
48
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 about a month ago
credo-ai
credoai_lens credo-ai
6
45
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
Created 2021-12-10
1,906 commits to develop branch, last one 15 days ago
txsun1997
Metric-Fairness txsun1997
4
37
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 about a year ago
EqualityAI
EqualityML EqualityAI
3
33
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 8 months ago