GitHub topics: federated-learning-framework
adap/flower
Flower: A Friendly Federated AI Framework
Language: Python - Size: 154 MB - Last synced at: about 10 hours ago - Pushed at: about 10 hours ago - Stars: 5,879 - Forks: 993
youngfish42/Awesome-FL
Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)
Language: Python - Size: 5.11 MB - Last synced at: 2 days ago - Pushed at: 13 days ago - Stars: 1,708 - Forks: 195
KarhouTam/FL-bench
Benchmark of federated learning. Dedicated to the community. 🤗
Language: Python - Size: 8.66 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 582 - Forks: 99
APPFL/APPFL
Advanced Privacy-Preserving Federated Learning framework
Language: Python - Size: 66.4 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 125 - Forks: 22
leondavi/NErlNet
Nerlnet is a framework for research and development of distributed machine learning models on IoT
Language: Python - Size: 66 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 46 - Forks: 8
CyberDataLab/nebula
NEBULA: A Platform for Decentralized Federated Learning
Language: Python - Size: 26.2 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 40 - Forks: 22
VectorInstitute/FL4Health
A flexible, modular, and easy to use library to facilitate federated learning research and development in healthcare settings
Language: Python - Size: 209 MB - Last synced at: 5 days ago - Pushed at: 6 days ago - Stars: 39 - Forks: 12
moh-a-abde/FL-CML-Pipeline
Federated Learning (FL) system for network intrusion detection using XGBoost. A privacy-preserving federated learning framework using Flower, PyTorch, and Hydra, with CI/CD automation for seamless ML deployment.
Language: Python - Size: 58.2 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 1 - Forks: 0
daisy-field/daisy
A Framework for Fully Distributed, Anomaly-Based Intrusion Detection in Security-Oriented Edge Computing Environments.
Language: Python - Size: 92.3 MB - Last synced at: 7 days ago - Pushed at: 8 days ago - Stars: 9 - Forks: 0
weimingwill/awesome-federated-learning
All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.
Language: Shell - Size: 271 KB - Last synced at: 6 days ago - Pushed at: 7 months ago - Stars: 693 - Forks: 97
future-internet-lab/attackFL
Federated Learning attack and defense testbed
Language: Python - Size: 34 MB - Last synced at: 13 days ago - Pushed at: 13 days ago - Stars: 2 - Forks: 0
Cloudslab/murmura
A decentralized/P2P federated learning library
Language: Python - Size: 893 KB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 2 - Forks: 1
nclabteam/FedEasy
FedEasy is an intuitive powerful yet simple to use Federated Learning framework. Our goal is to streamline the process of setting up and running federated learning experiments with ease, making advanced machine learning techniques accessible to researchers and developers alike.
Language: Python - Size: 1.12 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 13 - Forks: 7
Substra/substra
Low-level Python library used to interact with a Substra network
Language: Python - Size: 5.43 MB - Last synced at: 8 days ago - Pushed at: 7 months ago - Stars: 278 - Forks: 36
apple/pfl-research
Simulation framework for accelerating research in Private Federated Learning
Language: Jupyter Notebook - Size: 3.66 MB - Last synced at: 15 days ago - Pushed at: 3 months ago - Stars: 325 - Forks: 36
SMILELab-FL/FedLab
A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.
Language: Jupyter Notebook - Size: 85.6 MB - Last synced at: 12 days ago - Pushed at: 9 months ago - Stars: 764 - Forks: 130
FLEXible-FL/FLEXible
Federated Learning (FL) experiment simulation in Python.
Language: Python - Size: 8.53 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 17 - Forks: 1
FranEnguix/royalflush
Royal FLush is a Python framework specifically designed to facilitate the development, execution and analysis of multi-agent systems (MAS) federated learning (FL) experiments.
Language: HTML - Size: 293 KB - Last synced at: 28 days ago - Pushed at: 28 days ago - Stars: 0 - Forks: 0
FederatedLearningAalto/FederatedLearningAalto.github.io Fork of poole/lanyon
Course site for CS-E4740 Federated Learning
Language: Jupyter Notebook - Size: 19.4 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 8 - Forks: 5
QVQZZZ/HeFlwr
HeFlwr: Federated Learning for Heterogeneous Devices
Language: Python - Size: 24.5 MB - Last synced at: 10 days ago - Pushed at: 2 months ago - Stars: 118 - Forks: 13
GalaxyLearning/GFL
Galaxy Federated Learning Framework （星际联邦学习框架）
Language: Python - Size: 2.27 MB - Last synced at: 26 days ago - Pushed at: over 2 years ago - Stars: 249 - Forks: 60
SHVleV9CYWkK/LightFedLab
🌐 Lightweight Federated Learning Framework 🚀 | Simplifying federated learning experiments with a focus on algorithms not infrastructure | 🧪 Easy setup and run
Language: Python - Size: 224 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 2 - Forks: 0
ethicalabs-ai/FlowerTune-Qwen2.5-Coder-0.5B-Instruct
FlowerTune LLM on Coding Dataset
Language: Python - Size: 530 KB - Last synced at: about 1 month ago - Pushed at: 3 months ago - Stars: 3 - Forks: 0
future-internet-lab/coorFL
協調 - kyōchō - Coordinated Federated Learning
Language: Python - Size: 72 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 2 - Forks: 2
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.
Language: Python - Size: 585 KB - Last synced at: 14 days ago - Pushed at: over 1 year ago - Stars: 32 - Forks: 4
lishenghui/blades
⚔️ Blades: A Unified Benchmark Suite for Attacks and Defenses in Federated Learning
Language: Python - Size: 13.1 MB - Last synced at: 5 days ago - Pushed at: 3 months ago - Stars: 141 - Forks: 22
ethicalabs-ai/FlowerTune-SmolLM2-1.7B-Instruct-Finance
FlowerTune LLM on Finance Dataset (sentiment analysis)
Language: Python - Size: 287 KB - Last synced at: about 1 month ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0
ethicalabs-ai/FlowerTune-xLSTM-7b-NLP
FlowerTune LLM on NLP Dataset
Language: Python - Size: 278 KB - Last synced at: about 1 month ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0
ale18V/FedChain
Proof of Stake Blockchain supporting Federated Learning
Language: Python - Size: 1.32 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0
beiyuouo/fedhf
🔨 A Flexible Federated Learning Simulator for Heterogeneous and Asynchronous.
Language: Python - Size: 905 KB - Last synced at: 24 days ago - Pushed at: over 2 years ago - Stars: 22 - Forks: 20
mrs83/FlowerTune-phi-4-NLP
FlowerTune LLM on NLP Dataset
Language: Python - Size: 192 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0
liuhang1994/RIS-FL
Simulation Codes for "Reconfigurable Intelligent Surface Enabled Federated Learning: A Unified Communication-Learning Design Approach"
Language: Python - Size: 152 KB - Last synced at: 4 months ago - Pushed at: 11 months ago - Stars: 64 - Forks: 16
mrs83/FlowerTune-Mistral-7B-Instruct-v0.3-Medical
FlowerTune LLM on Medical Dataset
Language: Python - Size: 1.13 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0
mrs83/FlowerTune-Qwen2.5-7B-Instruct-Medical
FlowerTune LLM on Medical Dataset
Language: Python - Size: 1.13 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 1 - Forks: 0
saadan1234/FL
Federated Learning Project
Language: Python - Size: 151 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 1 - Forks: 0
AmanPriyanshu/FL-Interactive-Game
FL-Interactive-Game: Interactive web game that teaches basic components of Federated Learning
Language: HTML - Size: 18 MB - Last synced at: 3 days ago - Pushed at: 6 months ago - Stars: 2 - Forks: 0
bioint/MetisFL
The first open Federated Learning framework implemented in C++ and Python.
Language: Python - Size: 2.91 MB - Last synced at: 6 months ago - Pushed at: 11 months ago - Stars: 529 - Forks: 44
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.
Size: 80.8 MB - Last synced at: 8 days ago - Pushed at: over 1 year ago - Stars: 180 - Forks: 42
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.
Language: Python - Size: 2.99 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 1
MKZuziak/FedJust
Simple and customizable framework that can serve as a boilerplate for your Federated simulations.
Language: Python - Size: 844 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 4 - Forks: 0
WellingtonLobato/flexe
Flexe - The open source federated learning for vehicular network simulation framework.
Language: C++ - Size: 4.43 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 15 - Forks: 1
MuhammadAshiqAmeer/Federated_learning_experiments_with_Intel-openfl
Custom Intel open federated learning experiment
Language: Jupyter Notebook - Size: 19.1 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 2 - Forks: 0
AhmadTaheri2021/Federated-Deep-Learning
A Federated Deep Learning Simulator Framework (FedSim). This simulator was developed under supervision of Dr. Keyvan RahimiZadeh.
Language: Python - Size: 10.8 MB - Last synced at: 10 months ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0
Yujun-Shi/FedCLS
[ICLR2023] Towards Understanding and Mitigating Dimensional Collapse in Heterogeneous Federated Learning (https://arxiv.org/abs/2210.00226)
Language: Python - Size: 24.4 KB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 40 - Forks: 2
denoslab/friendlyfl-router
Routing Server (RS) component of the FriendlyFL framework
Language: Python - Size: 177 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 1
specterprivacy/cli
A platform-independent, lightweight solution for creating, managing, and enforcing data policies programmatically across processing platforms, ensuring seamless data governance and compliance.
Size: 9.77 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0
WellingtonLobato/PyFlexe
Flexe - The open source federated learning for vehicular network simulation framework.
Language: Python - Size: 112 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 9 - Forks: 1
eclypse-org/fedclypse
FedRay: a Research Framework for Federated Learning based on Ray
Language: Python - Size: 90.8 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 20 - Forks: 0
officialarijit/DFL
A Docker-Based Federated Learning Framework Design and Deployment for Multi-modal Data Stream Classification
Language: Python - Size: 182 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 6 - Forks: 0
denoslab/friendlyfl-workbench
Local development and test environment for FriendlyFL based on docker-compose
Language: Makefile - Size: 20.5 KB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0
denoslab/friendlyfl-controller
Controller component of the FriendlyFL framework
Language: Python - Size: 125 KB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 1
arvintashakori/SemiPFL
SemiPFL: Personalized Semi-Supervised Federated Learning Framework for Edge Intelligence
Language: Python - Size: 1.67 GB - Last synced at: 12 months ago - Pushed at: over 1 year ago - Stars: 3 - Forks: 2
paritybit-ai/XFL
An Efficient and Easy-to-use Federated Learning Framework.
Language: Python - Size: 4.24 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 43 - Forks: 10
MetisFL-AI/MetisFL
The first open Federated Learning framework implemented in C++ and Python3 for secure, scalable and efficient federated workflows.
Language: C++ - Size: 13.6 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 1
zhlinup/Relay-FL
Simulation Codes for “Relay-Assisted Cooperative Federated Learning”
Language: Python - Size: 13.6 MB - Last synced at: almost 2 years ago - Pushed at: about 3 years ago - Stars: 11 - Forks: 4
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.
Language: Python - Size: 1.58 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 7 - Forks: 2
bariscamli/Decentralized-Federated-Learning
Decentralized (P2P) Federated Learning implementation using libp2p JavaScript
Language: JavaScript - Size: 21 MB - Last synced at: almost 2 years ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 1
hwaves/FedCore
A research-oriented federal learning framework.
Language: Python - Size: 181 KB - Last synced at: 6 days ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0
ajulyav/NVIDIA_FLARE
Guide (based on my experiments) on NVIDIA FLARE™ (NVIDIA Federated Learning Application Runtime Environment)
Size: 1.82 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 2 - Forks: 0
varnio/fedsim_website
Page for fedsim
Size: 12.7 KB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0
bariscamli/Centralized-Federated-Learning
Centralized Federated Learning using WebSockets and TensorFlow
Language: Python - Size: 17.5 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0