federated-learning-framework

There are 9 repositories under federated-learning-framework topic.

flower
adap / flower
Flower: A Friendly Federated Learning Framework
flower federated-learning federated-learning-framework federated-analytics fleet-learning fleet-intelligence deep-learning machine-learning pytorch scikit-learn tensorflow framework grpc python ai artificial-intelligence raspberry-pi android cpp ios
Language:Python 4275
Awesome-FL
youngfish42 / Awesome-FL
Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)
awesome deep-learning federated-learning graph-neural-networks machine-learning tabular-data federated-learning-framework computer-vision knowledge-graph paper security natural-language-processing information-retrieval data-mining database system artificial-intelligence efficiency privacy graph
Language:Python 1318
SMILELab-FL / FedLab
A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.
fedlab federated-learning pytorch machine-learning federated-learning-framework pytorch-federated-learning deep-learning
Language:Jupyter Notebook 676
securefederatedai / openfl
An open framework for Federated Learning.
federated-learning secure-computation openfl distributed-computing deep-learning collaborative-learning privacy-preserving-machine-learning machine-learning fedprox fedavg federated-analytics python federated-learning-framework federated-deep-learning pytorch-federated-learning tensorflow-federated-learning keras-federated-learning distributed-learning fedcurv fedopt
Language:Jupyter Notebook 665
weimingwill / awesome-federated-learning
All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.
federated-learning machine-learning data-privacy communication-efficiency federated-optimization differential-privacy-deep-learning distributed-optimization federated-learning-framework privacy meta-learning decentralized-federated-learning statistical-heterogeneity non-iid
Language:Shell 647
bioint / MetisFL
The first open Federated Learning framework implemented in C++ and Python.
deep-learning federated-learning machine-learning artificial-intelligence federated-analytics collaborative-ai federated-learning-framework
Language:Python 531
KarhouTam / FL-bench
Benchmark of federated learning. Dedicated to the community. 🤗
federated-learning personalized-federated-learning pytorch-implementation federated-learning-framework deep-learning machine-learning
Language:Python 404
Substra / substra
Low-level Python library used to interact with a Substra network
federated-learning federated-learning-framework
Language:Python 266
GalaxyLearning / GFL
Galaxy Federated Learning Framework （星际联邦学习框架）
federated-learning-algorithm federated-learning federated-learning-framework blockchain pytorch decentralized algorithm
Language:Python 236
apple / pfl-research
Simulation framework for accelerating research in Private Federated Learning
differential-privacy federated-learning federated-learning-framework machine-learning privacy
Language:Python 196
FedML-AI / FedGraphNN
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.
graph-neural-networks gnns pytorch fedml federated-learning-framework federated-learning tensorflow deep-learning distributed-learning machine-learning
178
blades
lishenghui / blades
Blades: A Unified Benchmark Suite for Byzantine Attacks and Defenses in Federated Learning
byzantine-fault-tolerance distributed-systems federated-learning robust-machine-learning fedavg federated federated-learning-simulator robust-optimization model-poisoning-attack robust-federated-learning federated-learning-framework
Language:Python 121
APPFL / APPFL
Advanced Privacy-Preserving Federated Learning framework
federated-learning-framework privacy-preserving-machine-learning
Language:Python 59
liuhang1994 / RIS-FL
Simulation Codes for "Reconfigurable Intelligent Surface Enabled Federated Learning: A Unified Communication-Learning Design Approach"
federated-learning reconfigurable-intelligent-surfaces intelligent-reflecting-surfaces edge-ai federated-learning-framework
Language:Python 54
paritybit-ai / XFL
An Efficient and Easy-to-use Federated Learning Framework.
federated-learning machine-learning python federated-learning-framework paritybit paritybit-ai deep-learning
Language:Python 43
Yujun-Shi / FedCLS
[ICLR2023] Towards Understanding and Mitigating Dimensional Collapse in Heterogeneous Federated Learning (https://arxiv.org/abs/2210.00226)
federated-learning iclr2023 representation-learning federated-learning-framework
Language:Python 40
eclypse-org / fedclypse
FedRay: a Research Framework for Federated Learning based on Ray
federated-learning federated-learning-framework machine-learning ray
Language:Python 20
beiyuouo / fedhf
🔨 A Flexible Federated Learning Simulator for Heterogeneous and Asynchronous.
fedhf federated-learning federated-learning-framework python distributed-machine-learning machine-learning
Language:Python 18
VectorInstitute / FL4Health
A flexible, modular, and easy to use library to facilitate federated learning research and development in healthcare settings
deep-learning distributed-learning federated-learning federated-learning-framework healthcare machine-learning
Language:Python 18
tayebiarasteh / federated_he
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 privacy guarantees.
deep-learning differential-privacy federated-learning federated-learning-framework homomorphic-encryption image-classification image-segmentation medical-image-analysis medical-imaging mri-brain mri-images mri-segmentation pysyft pytorch segmentation
Language:Python 16
FLEXible-FL / FLEXible
Federated Learning (FL) experiment simulation in Python.
ai data-science dataset deep-learning federated-learning federated-learning-framework machine-learning models python python-package
Language:Python 11
WellingtonLobato / flexe
Flexe - The open source federated learning for vehicular network simulation framework.
machine-learning open-source omnetpp simulation-framework vehicular-networks federated-learning federated-learning-framework
Language:C++ 11
WellingtonLobato / PyFlexe
Flexe - The open source federated learning for vehicular network simulation framework.
federated-learning federated-learning-framework machine-learning open-source simulation simulation-framework vehicular-communications vehicular-networks
Language:Python 11
zhlinup / Relay-FL
Simulation Codes for “Relay-Assisted Cooperative Federated Learning”
federated-learning edge-ai federated-learning-framework relay edge-intelligence cooperative-fl fl
Language:Python 11
bariscamli / Centralized-Federated-Learning
Centralized Federated Learning using WebSockets and TensorFlow
federated-learning socket-io machine-learning computer-vision lenet-5 deep-learning websocket fedavg tensorflow federated-learning-framework
Language:Python 8
officialarijit / DFL
A Docker-Based Federated Learning Framework Design and Deployment for Multi-modal Data Stream Classification
emotion-analysis emotion-classification emotion-recognition federated-learning federated-learning-framework
Language:Python 8
ansjin / fl_faas_fabric
FedKeeper is a client-based python tool for propagating FL-client functions over FaaS fabric. Its main objective is to act as a manager or keeper of various client functions distributed over different FaaS platforms.
faas faas-fabric faas-platform federated-learning federated-learning-faas federated-learning-framework function-as-a-service google-cloud-functions openwhisk
Language:Python 7
QVQZZZ / HeFlwr
HeFlwr: Federated Learning for Heterogeneous Devices
federated-learning federated-learning-framework pytorch artificial-intelligence deep-learning deeplearning machine-learning machinelearning flower
Language:Python 6
bariscamli / Decentralized-Federated-Learning
Decentralized (P2P) Federated Learning implementation using libp2p JavaScript
deep-learning fedavg federated-learning federated-learning-framework libp2p libp2p-pubsub machine-learning tensorflowjs
Language:JavaScript 5
arvintashakori / SemiPFL
SemiPFL: Personalized Semi-Supervised Federated Learning Framework for Edge Intelligence
activity-recognition autoencoder edge federated-learning federated-learning-framework hypernetworks iot metalearning personalized personalized-federated-learning semi-supervised-learning semipfl internet-of-things time-series
Language:Python 3
SedrickWang / SharpFed
A framework for fast federated learning algorithm verification based on Tensorflow (Only suitable for academic research)
federated-learning tensorflow-federated-learning federated-learning-framework
Language:Python 3
AhmadTaheri2021 / Federated-Deep-Learning
A Federated Deep Learning Simulator Framework (FedSim). This simulator was developed under supervision of Dr. Keyvan RahimiZadeh.
deep-learning machine-learning federated-deep-learning federated-learning-framework
Language:Python 2
ajulyav / NVIDIA_FLARE
Guide (based on my experiments) on NVIDIA FLARE™ (NVIDIA Federated Learning Application Runtime Environment)
federated-learning federated-learning-framework flare nvidiaflare
2
h2soong / FedCore
A research-oriented federal learning framework.
compatibility federated-learning-framework lightweight
Language:Python 1
nimbus-gateway / Flower-With-MLflow
This is a simple demonstration of how MLflow can be utilised to track and trace local ML models trained in a Federated Learning set-up.
federated-learning-framework flower mlflow
Language:Python
sharma-anee / Federated_Learning
This repo is about federated learning implementation using FLOWER framework for beginners.
deep-learning deeplearning-framework federated-learning federated-learning-framework mnist-dataset tensorflow tensorflow-examples federated-learning-examples
Language:Python