20 results found Sort:

adap
flower adap
957
5.6k
apache-2.0
45
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
3,506 commits to main branch, last one 12 hours ago
youngfish42
Awesome-FL youngfish42
194
1.7k
cc-by-sa-4.0
40
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
544 commits to main branch, last one 2 months ago
SMILELab-FL
FedLab SMILELab-FL
129
756
apache-2.0
9
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 7 months ago
weimingwill
awesome-federated-learning weimingwill
97
685
mit
24
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 5 months ago
KarhouTam
FL-bench KarhouTam
95
557
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
504 commits to master branch, last one 10 days ago
bioint
MetisFL bioint
45
525
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 9 months ago
apple
pfl-research apple
37
318
apache-2.0
21
Simulation framework for accelerating research in Private Federated Learning
privacy machine-learning federated-learning differential-privacy federated-learning-framework
Created 2023-12-15
92 commits to develop branch, last one about a month ago
Substra
substra Substra
36
277
apache-2.0
10
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 5 months ago
GalaxyLearning
GFL GalaxyLearning
59
248
apache-2.0
7
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
9
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
141
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
57 commits to master branch, last one about a month ago
APPFL
APPFL APPFL
22
111
mit
6
Advanced Privacy-Preserving Federated Learning framework
federated-learning-framework privacy-preserving-machine-learning
Created 2021-10-07
1,428 commits to main branch, last one a day ago
QVQZZZ
HeFlwr QVQZZZ
13
94
mit
6
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
100 commits to main branch, last one 21 days ago
liuhang1994
RIS-FL liuhang1994
16
67
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 9 months ago
paritybit-ai
XFL paritybit-ai
11
46
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 about a year ago
leondavi
NErlNet leondavi
8
43
gpl-3.0
3
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
2,411 commits to master branch, last one about a month 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 2 years ago
VectorInstitute
FL4Health VectorInstitute
6
35
apache-2.0
3
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
3,288 commits to main branch, last one 5 days ago
CyberDataLab
nebula CyberDataLab
18
32
gpl-3.0
2
NEBULA: A Platform for Decentralized Federated Learning
python platform framework open-source decentralized deep-learning neural-network machine-learning federated-learning collaborative-learning communication-networks artificial-intelligence decentralized-application federated-learning-framework decentralized-federated-learning
Created 2024-05-25
209 commits to main branch, last one 4 days ago
tayebiarasteh
federated_he tayebiarasteh
4
32
mit
2
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