20 results found Sort:

adap
flower adap
903
5.2k
apache-2.0
42
Flower: A Friendly Federated AI Framework
ai cpp ios grpc flower python android pytorch framework tensorflow raspberry-pi scikit-learn deep-learning fleet-learning machine-learning federated-learning fleet-intelligence federated-analytics artificial-intelligence federated-learning-framework
Created 2020-02-17
3,164 commits to main branch, last one a day ago
youngfish42
Awesome-FL youngfish42
189
1.6k
cc-by-sa-4.0
39
Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)
graph paper system awesome privacy database security efficiency data-mining tabular-data deep-learning computer-vision knowledge-graph machine-learning federated-learning graph-neural-networks information-retrieval artificial-intelligence natural-language-processing federated-learning-framework
Created 2022-05-21
542 commits to main branch, last one 10 days ago
SMILELab-FL
FedLab SMILELab-FL
126
744
apache-2.0
10
A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.
fedlab pytorch deep-learning machine-learning federated-learning pytorch-federated-learning federated-learning-framework
Created 2021-03-10
1,426 commits to master branch, last one 4 months 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
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
bioint
MetisFL bioint
44
527
other
18
The first open Federated Learning framework implemented in C++ and Python.
deep-learning collaborative-ai machine-learning federated-learning federated-analytics artificial-intelligence federated-learning-framework
Created 2023-06-05
3 commits to main branch, last one 5 months ago
KarhouTam
FL-bench KarhouTam
83
516
gpl-3.0
6
Benchmark of federated learning. Dedicated to the community. 🤗
deep-learning machine-learning federated-learning pytorch-implementation federated-learning-framework personalized-federated-learning
Created 2023-01-25
455 commits to master branch, last one 6 days ago
apple
pfl-research apple
32
306
apache-2.0
22
Simulation framework for accelerating research in Private Federated Learning
privacy machine-learning federated-learning differential-privacy federated-learning-framework
Created 2023-12-15
90 commits to develop branch, last one 6 days ago
Substra
substra Substra
34
274
apache-2.0
9
Low-level Python library used to interact with a Substra network
federated-learning federated-learning-framework
Created 2019-10-25
1,384 commits to main branch, last one 2 months ago
GalaxyLearning
GFL GalaxyLearning
59
243
apache-2.0
8
Galaxy Federated Learning Framework （星际联邦学习框架）
pytorch algorithm blockchain decentralized federated-learning federated-learning-algorithm federated-learning-framework
Created 2020-01-02
118 commits to master branch, last one 2 years ago
FedML-AI
FedGraphNN FedML-AI
42
180
unknown
10
FedGraphNN: A Federated Learning Platform for Graph Neural Networks with MLOps Support. The previous research version is accepted to ICLR'2021 - DPML and MLSys'21 - GNNSys workshops.
gnns fedml pytorch tensorflow deep-learning machine-learning federated-learning distributed-learning graph-neural-networks federated-learning-framework
Created 2021-03-10
216 commits to main branch, last one 2 years ago
lishenghui
blades lishenghui
22
136
apache-2.0
2
⚔️ Blades: A Unified Benchmark Suite for Attacks and Defenses in Federated Learning
fedavg federated federated-learning distributed-systems robust-optimization model-poisoning-attack robust-machine-learning byzantine-fault-tolerance robust-federated-learning federated-learning-framework federated-learning-simulator
Created 2022-04-13
56 commits to master branch, last one 5 months ago
QVQZZZ
HeFlwr QVQZZZ
13
131
mit
11
HeFlwr: Federated Learning for Heterogeneous Devices
flower pruning pytorch deeplearning deep-learning machinelearning machine-learning federated-learning image-classification artificial-intelligence federated-learning-framework
Created 2024-05-12
99 commits to main branch, last one 15 days 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
liuhang1994
RIS-FL liuhang1994
16
62
mit
2
Simulation Codes for "Reconfigurable Intelligent Surface Enabled Federated Learning: A Unified Communication-Learning Design Approach"
edge-ai federated-learning federated-learning-framework intelligent-reflecting-surfaces reconfigurable-intelligent-surfaces
Created 2021-05-29
28 commits to main branch, last one 5 months ago
paritybit-ai
XFL paritybit-ai
11
44
apache-2.0
7
An Efficient and Easy-to-use Federated Learning Framework.
python paritybit paritybit-ai deep-learning machine-learning federated-learning federated-learning-framework
Created 2022-07-19
118 commits to master branch, last one 9 months ago
Yujun-Shi
FedCLS Yujun-Shi
2
40
unknown
2
[ICLR2023] Towards Understanding and Mitigating Dimensional Collapse in Heterogeneous Federated Learning (https://arxiv.org/abs/2210.00226)
iclr2023 federated-learning representation-learning federated-learning-framework
Created 2023-01-25
1 commits to master branch, last one about a year ago
leondavi
NErlNet leondavi
7
40
gpl-3.0
5
Nerlnet is a framework for research and development of distributed machine learning models on IoT
ai ml iot cowboy erlang python nerlnet federated distributed-ml neural-network fault-tolerance machine-learning federated-learning distributed-systems distributed-machine-learning federated-learning-framework artificial-intelligence-projects
Created 2020-05-13
2,394 commits to master branch, last one 19 days ago
tayebiarasteh
federated_he tayebiarasteh
4
31
mit
3
Federated learning with homomorphic encryption enables multiple parties to securely co-train artificial intelligence models in pathology and radiology, reaching state-of-the-art performance with priva...
pysyft pytorch mri-brain mri-images segmentation deep-learning medical-imaging mri-segmentation federated-learning image-segmentation differential-privacy image-classification homomorphic-encryption medical-image-analysis federated-learning-framework
Created 2022-03-31
43 commits to main branch, last one about a year ago
VectorInstitute
FL4Health VectorInstitute
3
30
apache-2.0
5
A flexible, modular, and easy to use library to facilitate federated learning research and development in healthcare settings
healthcare deep-learning machine-learning federated-learning distributed-learning federated-learning-framework
Created 2022-09-16
2,920 commits to main branch, last one a day ago