fedavg

There are 3 repositories under fedavg topic.

vaseline555 / Federated-Learning-in-PyTorch
Handy PyTorch implementation of Federated Learning (for your painless research)
deep-learning fedadagrad fedadam fedavg federated-learning fedopt fedprox fedsgd fedyogi leaf-benchmark pytorch
Language:Python 435
JYWa / FedNova
PyTorch implementation of FedNova (NeurIPS 2020), and a class of federated learning algorithms, including FedAvg, FedProx.
fedavg federated-learning optimization pytorch
Language:Python 212
blades
lishenghui / blades
⚔️ Blades: A Unified Benchmark Suite for 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 147
Lee-Gihun / FedNTD
(NeurIPS 2022) Official Implementation of "Preservation of the Global Knowledge by Not-True Distillation in Federated Learning"
artificial-intelligence computer-vision continual-learning deep-learning deep-neural-networks distributed-learning fedavg fedavgm fedcurv feddyn federated-learning fednova fedntd fedprox knowledge-distillation machine-learning moon scaffold
Language:Python 87
kt4ngw / fedavg-pytorch
The implementation of FedAvg based on pytorch.
fedavg federated-learning pytorch
Language:Python 82
c-gabri / Federated-Learning-PyTorch
PyTorch implementation of Federated Learning algorithms FedSGD, FedAvg, FedAvgM, FedIR, FedVC, FedProx and standard SGD, applied to visual classification. Client distributions are synthesized with arbitrary non-identicalness and imbalance (Dirichlet priors). Client systems can be arbitrarily heterogeneous. Several mobile-friendly models are provided
federated-learning fedsgd fedavg fedavgm fedir fedvc fedprox non-iid imbalance heterogeneity classification pytorch sgd
Language:Python 77
tanyuqian / redco
NAACL '24 (Best Demo Paper RunnerUp) / MlSys @ NeurIPS '23 - RedCoast: A Lightweight Tool to Automate Distributed Training and Inference
jax model-parallelism distributed-training large-language-models llama flan-t5-xxl diffusion-models fedavg federated-learning image-captioning maml meta-learning ppo reinforcement-learning seq2seq stable-diffusion mlsys gemma mixed-precision differential-privacy
Language:Python 64
ayushm-agrawal / Federated-Learning-Implementations
This repository contains all the implementation of different papers on Federated Learning
federated-learning pytorch pytorch-implementation privacy-preserving-machine-learning fedavg fedprox
Language:Jupyter Notebook 42
ki-ljl / FedAvg-numpy-pytorch-tff
Three implementations of FedAvg: numpy, pytorch and tensorflow federated.
federated-learning fedavg numpy pytorch tff
Language:Python 42
janerjzou / AD_FL_DL
Apply Federated Learning and Deep Learning (Deep Auto-encoder) to detect abnormal data for IoT devices.
federated-learning deep-learning deep-autoencoders iot anomaly-detection pytorch fedavg
Language:Jupyter Notebook 33
naderAsadi / FedAvg
Simple implementation of FedAvg, a Federated Learning algorithm.
federated-learning fedavg
Language:Python 25
ysyisyourbrother / Federated-Learning-Research
An implementation of federated learning research baseline methods based on FedML-core, which can be deployed on real distributed cluster and help researchers to explore more problems existing in real FL systems.
distributed-systems fedavg federated-learning fedprox framework fedasync fedat fedml eco-fl
Language:Python 25
shyam671 / Federated-Learning
fedavg federated federated-learning fedprox moon
Language:Jupyter Notebook 22
alexbie98 / fedavg
PyTorch implementation of federated learning on MNIST
fedavg federated-learning mnist pytorch
Language:Jupyter Notebook 19
anandcu3 / Federated-Learning-for-Remote-Sensing
Federated Learning Experiments for Remote Sensing image data using convolution neural networks
bcp convolutional-neural-networks fedavg federated-learning remote-sensing fedprox
Language:Jupyter Notebook 13
Lee-Gihun / FedSOL
(CVPR 2024) Official Implementation of "FedSOL: Stabilized Orthogonal Learning with Proximal Restrictions in Federated Learning"
computer-vision continual-learning deep-learning distributed-learning fedavg federated-learning federated-learning-framework fednova fedntd fedprox fedsam fedsol knnper machine-learning moon optimization perfedavg scaffold sharpness-aware-minimization
Language:Python 13
siddarth-c / FedGMA
An FL algorithm inspired by FedGMA
federated-learning pytorch fedgma fedavg
Language:Python 9
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
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 7
mspronesti / beta-federated
Federated Learning with flower and pytorch using a metaheuristic based on the beta distribution
fedavg federated-learning flower pytorch tensorflow
Language:Python 6
jinwoolim8180 / fl-baseline
A PyTorch framework for federated learning. This is a very basic framework.
cifar-10 cifar-100 cnn fashion-mnist fedavg feddyn federated-learning mlp mnist resnet scaffold femnist
Language:Python 5
SowingG2333 / federated-learning
联邦学习相关算法及代码实现
fedavg federated-learning
Language:Python 5
yehias21 / FedRs
Implementation of FedNCF with SecAvg
deep-learning docker fedavg federated-learning recommender-system smpc fedncf secavg collaborative-filtering ranking-algorithm
4
mattiadutto / aml_federeted_learning
Comparison of FedAvg and FedDyn as a final project for the Advance Machine Learning course at Politecnico di Torino
deep-learning fedavg federated-learning machine-learning feddyn
Language:Jupyter Notebook 3
mounishvatti / FedCustom
This project implements hyper-tuned federated learning using the Flower framework, combining FedAvg, Logistic Regression, and a 2-layer CNN. It enables decentralized model training across devices, optimizing performance while ensuring data privacy and improving accuracy on both simple and complex tasks.
federated-learning flower jupyter-notebook machine-learning python cnn decentralized fedavg hypertuning logistic-regression
Language:Jupyter Notebook 3
nfnt / candle-fl
Federated Learning with Candle
distributed-systems fedavg federated-learning rust
Language:Rust 3
thejungwon / GC-Fed
Gradient Centralized Federated Learning (GC-Fed)
fedavg federated-learning gradient-centralization pytorch
Language:Python 3
CitatusBradypus / fl4sr
Federated Learning for Swarm Robotics
ddpg deep-learning deep-reinforcement-learning fedavg federated-learning navigation pytorch reinforcement-learning turtlebot3
Language:Python 2
BThameur / FL-for-Smart-Healthcare
Experiments of the FL in Healthcare project - MRI images use case - using Flower
fedavg federated-learning fedprox flwr healthcare mri-images fedadagrad fedadam
Language:Jupyter Notebook 1
maxfra01 / federated-learning
This repository explores Federated Learning (FL) with a focus on FedAvg, client heterogeneity, and novel client selection strategies. We conduct experiments using CIFAR-100 and Shakespeare datasets with PyTorch.
client-selection fedavg federated-learning
Language:Jupyter Notebook 1
zzp1012 / federated-learning-environment
federated learning standalone modeling environment
federated-learning fedavg
Language:Python 1
Flemington8 / AIoT-temperature-predict
Using FedAvg method to predict future temperature.
fedavg temperature-prediction
Language:Python 0
gautamHCSCV / Federated-Learning-Methods-Comparison
We utilize the Adversarial Model Perturbations (AMP) regularizer to regularize clients’ models. The AMP regulzaizer is based on perturbing the model parameters so as to get a more generalized model. The claim of AMP regularizer is to reach flat minima and therefore is expected to reach flat minima in FL settings as well.
federated-learning fedprox pytorch fedavg fedntd scaffold amp-regularizer
Language:Python 0
moshiurtonmoy / Fall-Detection-with-Federated-Transfer-Learning
Federated Learning for identifying FALL and ADL from images with Transfer Learning.
fall-detection fedavg federated-learning vgg16
Language:Jupyter Notebook 0
Royc30ne / FedL-AI
A Open Source Federated Learning Simulation Framework for Everyone
fedavg federated-learning machine-learning
Language:Python 0
SaadH-077 / PA4-Federated-Learning
fedavg federated-learning fedsam fedsgd harmonization scaffold
Language:Jupyter Notebook 0

fedavg

vaseline555 / Federated-Learning-in-PyTorch

JYWa / FedNova

lishenghui / blades

Lee-Gihun / FedNTD

kt4ngw / fedavg-pytorch

c-gabri / Federated-Learning-PyTorch

tanyuqian / redco

ayushm-agrawal / Federated-Learning-Implementations

ki-ljl / FedAvg-numpy-pytorch-tff

janerjzou / AD_FL_DL

naderAsadi / FedAvg

ysyisyourbrother / Federated-Learning-Research

shyam671 / Federated-Learning

alexbie98 / fedavg

anandcu3 / Federated-Learning-for-Remote-Sensing

Lee-Gihun / FedSOL

siddarth-c / FedGMA

bariscamli / Centralized-Federated-Learning

bariscamli / Decentralized-Federated-Learning

mspronesti / beta-federated

jinwoolim8180 / fl-baseline

SowingG2333 / federated-learning

yehias21 / FedRs

mattiadutto / aml_federeted_learning

mounishvatti / FedCustom

nfnt / candle-fl

thejungwon / GC-Fed

CitatusBradypus / fl4sr

BThameur / FL-for-Smart-Healthcare

maxfra01 / federated-learning

zzp1012 / federated-learning-environment

Flemington8 / AIoT-temperature-predict

gautamHCSCV / Federated-Learning-Methods-Comparison

moshiurtonmoy / Fall-Detection-with-Federated-Transfer-Learning

Royc30ne / FedL-AI

SaadH-077 / PA4-Federated-Learning