18 results found Sort:

EthicalML
awesome-production-machine-learning EthicalML
2.2k
16.5k
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
796 commits to master branch, last one about a month ago
jphall663
awesome-machine-learning-interpretability jphall663
578
3.5k
cc0-1.0
131
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
1,043 commits to master branch, last one a day ago
pytorch
opacus pytorch
319
1.6k
apache-2.0
43
Training PyTorch models with differential privacy
pytorch deep-learning neural-network machine-learning differential-privacy privacy-preserving-machine-learning
Created 2019-12-07
714 commits to main branch, last one 12 hours ago
innovation-cat
Awesome-Federated-Machine-Learning innovation-cat
247
1.6k
unknown
39
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 about a month ago
securefederatedai
openfl securefederatedai
179
667
apache-2.0
21
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
632 commits to develop branch, last one 10 days ago
LatticeX-Foundation
Rosetta LatticeX-Foundation
109
555
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
179
apache-2.0
32
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 11 months ago
microsoft
robustdg microsoft
29
170
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
31
120
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 about a year ago
ucbrise
piranha ucbrise
25
85
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 about a year ago
snwagh
falcon-public snwagh
44
85
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 about a year ago
awslabs
fast-differential-privacy awslabs
9
64
apache-2.0
3
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
170 commits to main branch, last one 28 days ago
APPFL
APPFL APPFL
13
61
mit
7
Advanced Privacy-Preserving Federated Learning framework
federated-learning-framework privacy-preserving-machine-learning
Created 2021-10-07
1,013 commits to main branch, last one a day ago
yamanalab
PP-CNN yamanalab
13
45
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
15
40
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 about a year ago
sisaman
GAP sisaman
12
40
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 11 months ago
leriomaggio
ppml-tutorial leriomaggio
5
36
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
117 commits to main branch, last one 3 days ago
LukasStruppek
Plug-and-Play-Attacks LukasStruppek
7
31
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
53 commits to master branch, last one about a month ago