55 results found Sort:

jphall663
awesome-machine-learning-interpretability jphall663
589
3.7k
cc0-1.0
133
A curated list of awesome responsible machine learning resources.
r xai python awesome fairness ai-safety secure-ml reliable-ai awesome-list data-science transparency explainable-ml interpretability interpretable-ai interpretable-ml machine-learning interpretable-machine-learning privacy-enhancing-technologies machine-learning-interpretability privacy-preserving-machine-learning
Created 2018-06-21
1,165 commits to master branch, last one 20 days ago
Trusted-AI
AIF360 Trusted-AI
843
2.5k
apache-2.0
91
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.
r ai bias codait python fairness trusted-ai bias-finder fairness-ai ibm-research deep-learning bias-detection bias-reduction discrimination bias-correction ibm-research-ai fairness-testing machine-learning artificial-intelligence fairness-awareness-model
Created 2018-08-22
437 commits to main branch, last one 5 months ago
fairlearn
fairlearn fairlearn
420
2.0k
mit
40
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
905 commits to main branch, last one 4 days ago
microsoft
responsible-ai-toolbox microsoft
368
1.4k
mit
32
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
1,970 commits to main branch, last one 3 months ago
tangxyw
RecSysPapers tangxyw
205
1.4k
bsd-2-clause
57
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.
rank match debias papers diverse re-rank fairness pre-rank cold-start look-alike multi-task calibration multi-modal distillation feedback-delay multi-scenario causal-inference contrastive-learning recommendation-system reinforcement-learning
Created 2022-08-16
176 commits to main branch, last one 10 hours ago
ModelOriented
DALEX ModelOriented
166
1.4k
gpl-3.0
50
moDel Agnostic Language for Exploration and eXplanation
iml xai dalex fairness black-box data-science explanations explainable-ai explainable-ml responsible-ai responsible-ml interpretability machine-learning model-visualization predictive-modeling explanatory-model-analysis interpretable-machine-learning explainable-artificial-intelligence
Created 2018-02-18
687 commits to master branch, last one 2 months ago
gnolang
gno gnolang
379
900
other
76
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.
bft gno web3 gnovm cosmos golang gnoland gnolang fairness blockchain tendermint concurrency interpreter tendermint2 composability hacktoberfest smart-contracts truth-discovery virtual-machine proof-of-contribution
Created 2021-01-29
1,800 commits to master branch, last one 7 hours ago
satmihir
fair satmihir
15
747
mit
6
A Go library for serving resources fairly
fairness go-library throttling distributed-systems
Created 2024-09-06
65 commits to main branch, last one 14 days ago
dssg
aequitas dssg
115
696
mit
42
Bias Auditing & Fair ML Toolkit
bias fairness machine-bias fairness-testing
Created 2018-02-13
921 commits to master branch, last one 2 months ago
jphall663
interpretable_machine_learning_with_python jphall663
207
673
unknown
42
Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.
h2o iml xai lime fatml python fairness data-mining data-science transparency decision-tree interpretable accountability interpretability interpretable-ai interpretable-ml machine-learning gradient-boosting-machine interpretable-machine-learning machine-learning-interpretability
Created 2018-03-14
169 commits to master branch, last one about a year ago
WwZzz
easyFL WwZzz
93
554
apache-2.0
14
An experimental platform for federated learning.
pytorch fairness deep-learning machine-learning federated-learning distributed-computing
Created 2021-05-10
1,282 commits to FLGo branch, last one a day ago
adebayoj
fairml adebayoj
73
361
other
19
This repository has no description...
toolbox fairness discrimination model-criticism prediction-model auditing-predictive-models
Created 2016-01-02
104 commits to master branch, last one 7 years ago
MinghuiChen43
awesome-trustworthy-deep-learning MinghuiChen43
34
344
mit
13
A curated list of trustworthy deep learning papers. Daily updating...
privacy backdoor fairness green-ai security causality ownership poisoning robustness uncertainty ai-alignment watermarking deep-learning hallucinations gradient-leakage machine-unlearning interpretable-deep-learning membership-inference-attack adversarial-machine-learning out-of-distribution-generalization
Created 2020-07-19
639 commits to master branch, last one 4 days ago
datamllab
awesome-fairness-in-ai datamllab
65
314
mit
10
A curated list of awesome Fairness in AI resources
ai xai bias fairness gender-bias deep-learning interpretability machine-learning
Created 2019-10-15
38 commits to master branch, last one 4 years ago
yromano
cqr yromano
49
254
other
8
Conformalized Quantile Regression
pytorch fairness prediction deep-learning random-forest conformal-methods quantile-regression algorithmic-fairness conformal-prediction prediction-intervals random-forest-regression
Created 2019-04-12
201 commits to master branch, last one 2 years ago
twitter-research
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
mbilalzafar
fair-classification mbilalzafar
71
189
gpl-3.0
12
Python code for training fair logistic regression classifiers.
fairness discrimination machine-learning
Created 2016-04-15
36 commits to master branch, last one 6 years ago
linkedin
LiFT linkedin
21
168
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
Echo-Ji
ST-SSL Echo-Ji
29
155
unknown
2
ST-SSL (STSSL): Spatio-Temporal Self-Supervised Learning for Traffic Flow Forecasting/Prediction
aaai adaptive fairness robustness data-mining data-augmentation graph-augmentation location-embedding traffic-forecasting contrastive-learning spatio-temporal-data graph-neural-networks representation-learning robust-machine-learning traffic-flow-prediction self-supervised-learning spatio-temporal-prediction
Created 2022-12-02
17 commits to main branch, last one 15 days ago
EdisonLeeeee
Awesome-Fair-Graph-Learning EdisonLeeeee
13
133
mit
6
Paper List for Fair Graph Learning (FairGL).
fairness graph-learning graph-neural-networks
Created 2022-03-27
77 commits to master branch, last one 2 months ago
laura-rieger
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
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
thu-ml
MMTrustEval thu-ml
7
108
cc-by-sa-4.0
5
A toolbox for benchmarking trustworthiness of multimodal large language models (MultiTrust, NeurIPS 2024 Track Datasets and Benchmarks)
mllm gpt-4 claude safety privacy toolbox fairness benchmark robustness multi-modal truthfulness trustworthy-ai
Created 2024-06-09
193 commits to main branch, last one 28 days ago
weitianxin
awesome-distribution-shift weitianxin
8
104
unknown
2
A curated list of papers and resources about the distribution shift in machine learning.
graph fairness robustness deep-learning generalization neural-network machine-learning domain-adaptation distribution-shift domain-generalization artificial-intelligence
Created 2022-12-19
58 commits to main branch, last one about a year ago
feedzai
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
ResponsiblyAI
responsibly ResponsiblyAI
22
95
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
yongkaiwu
FairAI yongkaiwu
18
92
unknown
9
This is a collection of papers and other resources related to fairness.
ai kdd uai aaai bias cikm fair fate icdm icml nips ijcai ethics papers aistats fairness algorithm discrimination machine-learning artificial-intelligence
Created 2019-02-02
110 commits to master branch, last one about a year ago
synthesized-io
fairlens synthesized-io
11
90
bsd-3-clause
9
Identify bias and measure fairness of your data
bias data pandas python fairness statistics data-science data-analysis
Created 2021-03-30
120 commits to main branch, last one 2 years ago
ModelOriented
fairmodels ModelOriented
15
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
apple
dnikit apple
8
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
fat-forensics
fat-forensics fat-forensics
16
75
bsd-3-clause
6
Modular Python Toolbox for Fairness, Accountability and Transparency Forensics
fairness transparency accountability explainability explainable-ai interpretability interpretable-ai machine-learning
Created 2018-08-30
45 commits to master branch, last one about a year ago