8 results found Sort:

chaoyanghe
Awesome-Federated-Learning chaoyanghe
333
1.9k
unknown
91
FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai
non-iid privacy computer-vision interpretability machine-learning straggler-problem transfer-learning continual-learning federated-learning incentive-mechanism computation-efficiency wireless-communication communication-efficiency distributed-optimization semi-supervised-learning neural-architecture-search vertical-federated-learning adversarial-attack-and-defense hierarchical-federated-learning decentralized-federated-learning
Created 2020-07-03
124 commits to master branch, last one 2 years ago
TsingZ0
PFLlib TsingZ0
317
1.6k
gpl-2.0
12
37 traditional FL (tFL) or personalized FL (pFL) algorithms, 3 scenarios, and 24 datasets. www.pfllib.com/
dlg iot attack python non-iid privacy pytorch imagenet domainnet heterogeneity personalization federated-learning privacy-protection differential-privacy distributed-computing
Created 2020-09-02
579 commits to master branch, last one a day ago
weimingwill
awesome-federated-learning weimingwill
96
673
mit
25
All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.
non-iid privacy data-privacy meta-learning machine-learning federated-learning federated-optimization communication-efficiency distributed-optimization statistical-heterogeneity federated-learning-framework decentralized-federated-learning differential-privacy-deep-learning
Created 2019-11-10
86 commits to master branch, last one 2 months ago
microsoft
PersonalizedFL microsoft
48
359
mit
5
Personalized federated learning codebase for research
non-iid deep-learning machine-learning federated-learning personalized-federated-learning
Created 2022-05-05
41 commits to main branch, last one about a year ago
TsingZ0
FedALA TsingZ0
18
116
apache-2.0
1
AAAI 2023 accepted paper, FedALA: Adaptive Local Aggregation for Personalized Federated Learning
non-iid pytorch adaptation personalization federated-learning
Created 2022-11-22
31 commits to main branch, last one about a month ago
monk1337
Aweome-Heathcare-Federated-Learning monk1337
16
85
unknown
3
A curated list of Federated Learning papers/articles and recent advancements.
non-iid awesome-list data-privacy deep-learning healthcare-data machine-learning life-science-data federated-learning healthcare-imaging healthcare-datasets medical-data-pipeline artifical-intelligense awesome-machine-learning deep-learning-healthcare machine-learning-privacy machine-learning-healthcare vertical-federated-learning distributed-machine-learning healthcare-federated-learning blockchain-medical-applications
Created 2020-12-16
24 commits to main branch, last one about a year ago
c-gabri
Federated-Learning-PyTorch c-gabri
14
69
gpl-3.0
2
PyTorch implementation of Federated Learning algorithms FedSGD, FedAvg, FedAvgM, FedIR, FedVC, FedProx and standard SGD, applied to visual classification. Client distributions are synthesized with arb...
sgd fedir fedvc fedavg fedsgd fedavgm fedprox non-iid pytorch imbalance heterogeneity classification federated-learning
Created 2022-01-05
204 commits to master branch, last one 2 years ago
AmanPriyanshu
Federated-Recommendation-Neural-Collaborative-Filtering AmanPriyanshu
5
32
mit
2
Federated Neural Collaborative Filtering (FedNCF). Neural Collaborative Filtering utilizes the flexibility, complexity, and non-linearity of Neural Network to build a recommender system. Aim to federa...
iid ncf non-iid federated deep-learning neural-network federated-learning recommender-system distributed-learning movie-recommendation recommendation-engine recommendation-system collaborative-filtering deep-recommender-system recommendation-algorithms neural-collaborative-filtering
Created 2022-02-18
10 commits to main branch, last one about a year ago