19 results found Sort:

EthicalML
awesome-production-machine-learning EthicalML
2.3k
17.7k
mit
407
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
mlops ml-ops awesome data-mining awesome-list deep-learning ml-operations production-ml explainability large-scale-ml responsible-ai interpretability machine-learning privacy-preserving privacy-preserving-ml machine-learning-operations production-machine-learning large-scale-machine-learning privacy-preserving-machine-learning
Created 2018-08-15
1,027 commits to master branch, last one 19 days ago
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
1,173 commits to master branch, last one a day ago
innovation-cat
Awesome-Federated-Machine-Learning innovation-cat
272
1.8k
unknown
41
Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond
security deep-learning edge-computing computer-vision machine-learning federated-learning differential-privacy distributed-computing privacy-preserving-machine-learning
Created 2019-10-19
131 commits to master branch, last one 8 months ago
pytorch
opacus pytorch
347
1.7k
apache-2.0
46
Training PyTorch models with differential privacy
pytorch deep-learning neural-network machine-learning differential-privacy privacy-preserving-machine-learning
Created 2019-12-07
742 commits to main branch, last one a day ago
securefederatedai
openfl securefederatedai
209
738
apache-2.0
22
An Open Framework for Federated Learning.
fedavg fedopt openfl python fedcurv fedprox deep-learning machine-learning federated-learning secure-computation federated-analytics distributed-learning distributed-computing collaborative-learning federated-deep-learning keras-federated-learning pytorch-federated-learning federated-learning-framework tensorflow-federated-learning privacy-preserving-machine-learning
Created 2021-01-12
959 commits to develop branch, last one a day ago
LatticeX-Foundation
Rosetta LatticeX-Foundation
110
566
lgpl-3.0
29
A Privacy-Preserving Framework Based on TensorFlow
federated-learning secure-computation zero-knowledge-proofs homomorphic-encryption secure-multiparty-computation privacy-preserving-machine-learning
Created 2020-04-08
463 commits to master branch, last one 2 years ago
trailofbits
PrivacyRaven trailofbits
18
192
apache-2.0
31
Privacy Testing for Deep Learning
python privacy deep-learning model-inversion machine-learning model-extraction membership-inference privacy-enhancing-technologies privacy-preserving-machine-learning
Created 2020-05-22
190 commits to master branch, last one about a year ago
microsoft
robustdg microsoft
30
174
mit
10
Toolkit for building machine learning models that generalize to unseen domains and are robust to privacy and other attacks.
causality machine-learning domain-generalization artificial-intelligence privacy-preserving-machine-learning
Created 2020-06-12
166 commits to master branch, last one 2 years ago
snwagh
securenn-public snwagh
30
128
unknown
7
Implementation of protocols in SecureNN.
private-deep-learning multi-party-computation privacy-preserving-machine-learning
Created 2019-02-20
9 commits to master branch, last one 2 years ago
awslabs
fast-differential-privacy awslabs
20
105
apache-2.0
4
Fast, memory-efficient, scalable optimization of deep learning with differential privacy
deep-learning neural-network differential-privacy privacy-preserving-machine-learning
Created 2022-11-20
186 commits to main branch, last one about a month ago
snwagh
falcon-public snwagh
45
93
unknown
4
Implementation of protocols in Falcon
secure-computation multi-party-computation privacy-enhancing-technologies privacy-preserving-machine-learning
Created 2020-05-19
27 commits to master branch, last one 2 years ago
ucbrise
piranha ucbrise
26
92
mit
2
Piranha: A GPU Platform for Secure Computation
gpu-acceleration multi-party-computation privacy-preserving-machine-learning
Created 2022-05-20
32 commits to main branch, last one 2 years ago
APPFL
APPFL APPFL
18
89
mit
6
Advanced Privacy-Preserving Federated Learning framework
federated-learning-framework privacy-preserving-machine-learning
Created 2021-10-07
1,254 commits to main branch, last one 3 days ago
yamanalab
PP-CNN yamanalab
13
48
apache-2.0
2
Privacy Preserving Convolutional Neural Network using Homomorphic Encryption for secure inference
ppml private-deep-learning privacy-preserving-machine-learning
Created 2020-09-22
9 commits to master branch, last one 3 years ago
FIGLAB
Vid2Doppler FIGLAB
17
48
gpl-2.0
7
This is the research repository for Vid2Doppler: Synthesizing Doppler Radar Data from Videos for Training Privacy-Preserving Activity Recognition.
doppler human-pose-tracking human-activity-recognition human-computer-interaction privacy-preserving-machine-learning
Created 2020-12-14
39 commits to main branch, last one 2 years ago
sisaman
GAP sisaman
12
44
cc0-1.0
2
GAP: Differentially Private Graph Neural Networks with Aggregation Perturbation (USENIX Security '23)
pytorch deep-learning pytorch-geometric graph-deep-learning differential-privacy graph-neural-networks privacy-preserving-machine-learning
Created 2021-08-19
537 commits to master branch, last one about a year ago
LukasStruppek
Plug-and-Play-Attacks LukasStruppek
10
38
mit
2
[ICML 2022 / ICLR 2024] Source code for our papers "Plug & Play Attacks: Towards Robust and Flexible Model Inversion Attacks" and "Be Careful What You Smooth For".
stylegan2 model-inversion privacy-attacks face-recognition machine-learning model-inversion-attacks privacy-preserving-machine-learning
Created 2022-01-31
55 commits to master branch, last one 4 months ago
leriomaggio
ppml-tutorial leriomaggio
7
37
apache-2.0
3
Privacy-Preserving Machine Learning (PPML) Tutorial
tutorial data-science deep-learning machine-learning privacy-preserving trustworthy-machine-learning privacy-enhancing-technologies privacy-preserving-machine-learning
Created 2022-04-12
118 commits to main branch, last one 6 months ago
microsoft
responsible-ai-toolbox-privacy microsoft
6
34
mit
9
A library for statistically estimating the privacy of ML pipelines from membership inference attacks
machine-learning privacy-preserving-machine-learning
Created 2022-08-03
29 commits to main branch, last one 9 months ago