GitHub topics: distributed-learning

Repositories

mtuann/federated-learning-updated-papers

Papers related to Federated Learning in all top venues

Size: 4.22 MB - Last synced at: 3 days ago - Pushed at: 4 days ago - Stars: 23 - Forks: 2

RCL-NUS/Auto-Multilift

Auto-Multilift is a novel learning framework for cooperative load transportation with quadrotors. It can automatically tune various MPC hyperparameters, which are modeled by DNNs and difficult to tune manually, via reinforcement learning in a distributed and closed-loop manner.

Language: Python - Size: 279 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 25 - Forks: 7

murtazahr/murmura

A decentralized/P2P federated learning library

Language: Python - Size: 315 KB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 1 - Forks: 0

VectorInstitute/FL4Health

A flexible, modular, and easy to use library to facilitate federated learning research and development in healthcare settings

Language: Python - Size: 206 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 39 - Forks: 12

microsoft/msrflute

Federated Learning Utilities and Tools for Experimentation

Language: Python - Size: 4.72 MB - Last synced at: 1 day ago - Pushed at: over 1 year ago - Stars: 188 - Forks: 23

LabeliaLabs/distributed-learning-contributivity

Simulate collaborative ML scenarios, experiment multi-partner learning approaches and measure respective contributions of different datasets to model performance.

Language: Jupyter Notebook - Size: 1.08 GB - Last synced at: 5 days ago - Pushed at: about 2 years ago - Stars: 58 - Forks: 12

AmanPriyanshu/Federated-Recommendation-Neural-Collaborative-Filtering

Federated Neural Collaborative Filtering (FedNCF). Neural Collaborative Filtering utilizes the flexibility, complexity, and non-linearity of Neural Network to build a recommender system. Aim to federate this recommendation system.

Language: Python - Size: 135 MB - Last synced at: 17 days ago - Pushed at: about 2 years ago - Stars: 36 - Forks: 5

carnotbraun/ecopredict

Framework of Distributed Learning in Vehicular Networks

Language: Jupyter Notebook - Size: 5.8 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 1 - Forks: 0

Mmasoud1/MeshFL

MeshNet distributed learning by using the NVFlare framework

Language: Python - Size: 1.26 MB - Last synced at: 14 days ago - Pushed at: 2 months ago - Stars: 6 - Forks: 1

rgtzths/zenoh_fl

This repository is the code basis for the paper titled "Leveraging Decentralized Communication for Privacy-Preserving Federated Learning in 6G Networks"

Language: Python - Size: 53 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 1 - Forks: 0

ShayanTalaei/HDO

The code for the paper "Hybrid Decentralized Optimization: First- and Zeroth-Order Optimizers Can Be Jointly Leveraged For Faster Convergence"

Language: Python - Size: 2.96 MB - Last synced at: about 1 month ago - Pushed at: 4 months ago - Stars: 5 - Forks: 0

FederalLab/OpenFed 📦

A Comprehensive and Versatile Open-Source Federated Learning Framework

Language: Python - Size: 2.78 MB - Last synced at: 6 days ago - Pushed at: about 2 years ago - Stars: 32 - Forks: 3

zeyneddinoz/subMFL

subMFL: Compatible subModel Generation for Federated Learning in Device Heterogeneous Environment

Language: Jupyter Notebook - Size: 125 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 2 - Forks: 1

HaoweiLi778/JointSQ

Simple Implementation of the CVPR 2024 Paper "JointSQ: Joint Sparsification-Quantization for Distributed Learning"

Language: Python - Size: 405 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 10 - Forks: 0

fzhu0628/STSyn---Speeding-up-local-SGD-with-straggler-tolerant-synchronization

This work is a journal paper published at IEEE TSP in 2024, concentrating on improving the robustness to stragglers in distributed/federated learning with synchronous local SGD.

Size: 3.91 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

fzhu0628/G-CADA---Adaptive-worker-grouping-for-communication-efficient-and-straggler-tolerant-distributed-SGD

This work was published at IEEE ISIT 2022, where we proposed a novel algorithm named G-CADA aiming to improve the time and communication efficiency of distributed learning systems based on grouping and adaptive selection methods :smile:

Language: Python - Size: 11.7 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

fzhu0628/AgeSel---Communication-efficient-local-SGD-with-age-based-worker-selection

This work is a journal paper published at The Journal of Supercomputing in 2023, focusing on improving communication efficiency of a distributed learning system using age-based worker selection techniques.

Language: Python - Size: 1.95 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

mvisionai/FedStream

FedStream: Prototype-Based Federated Learning on Distributed Concept-drifting Data Streams

Language: Python - Size: 1.36 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 8 - Forks: 3

AminAminifar/kPPDERT_cloud

Extremely Randomized Trees with Privacy Preservation for Distributed Data (k-PPD-ERT)

Language: Python - Size: 40.4 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 2 - Forks: 0

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: 3 days ago - Pushed at: over 1 year ago - Stars: 180 - Forks: 42

GarlGuo/CD-GraB

CD-GraB is a distributed gradient balancing framework that aims to find distributed data permutation with provably better convergence guarantees than Distributed Random Reshuffling (D-RR). https://arxiv.org/pdf/2302.00845.pdf.

Language: Jupyter Notebook - Size: 14.6 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 3 - Forks: 0

dogeplusplus/ball-balancer

Reinforcement learning using PPO on the 3D Ball environment for Unity ML-Agents. Using MPI to do distributed training across separate processes

Language: Python - Size: 3.63 MB - Last synced at: 5 months ago - Pushed at: almost 4 years ago - Stars: 3 - Forks: 0

giuseppedipoce/Social-Foraging-Swarms-Behaviour-onto-different-profiles

Swarm Learning project that investigate about swarms behaviour onto different attraction-repulsion profiles.

Language: Jupyter Notebook - Size: 5.65 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

AnonymWriter/CycleSL

CycleSL: Server-Client Cyclical Update Driven Scalable Split Learning

Language: Python - Size: 26.4 KB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

IKNL/vantage6 📦

Docker CLI package for the vantage6 infrastructure

Language: Python - Size: 15.3 MB - Last synced at: 16 days ago - Pushed at: 12 months ago - Stars: 24 - Forks: 6

jtirana98/SFL-workflow-optimization

Language: Python - Size: 646 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 12 - Forks: 1

Sakshi09Ch/CoDeC

[TMLR] CoDeC: Communication-Efficient Decentralized Continual Learning

Language: Python - Size: 76.2 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 9 - Forks: 0

Lee-Gihun/FedNTD

(NeurIPS 2022) Official Implementation of "Preservation of the Global Knowledge by Not-True Distillation in Federated Learning"

Language: Python - Size: 364 KB - Last synced at: 12 months ago - Pushed at: about 2 years ago - Stars: 68 - Forks: 14

amirR01/Federated-Learning

Distributed learning machine using processes

Language: C - Size: 2.97 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

rgtzths/federations_costs_slicing

This repository is the code basis of the paper intitled "The learning costs of Federated Learning in constrained scenarios"

Language: Python - Size: 15.4 MB - Last synced at: 8 days ago - Pushed at: over 1 year ago - Stars: 3 - Forks: 0

cshjin/fedsimul

A project for simulation of Asynchronous Federated Learning

Language: Python - Size: 39.1 KB - Last synced at: 10 months ago - Pushed at: over 3 years ago - Stars: 21 - Forks: 2

officialarijit/DW-FedAvg

A Federated Learning based Android Malware Classification System

Language: Jupyter Notebook - Size: 7.49 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 15 - Forks: 3

Alirezalm/scot

Sparse Convex Optimization Toolkit (SCOT)

Language: C++ - Size: 50.5 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 13 - Forks: 1

arawxx/FSDP-Distributed-Training-of-ConvNextV2-on-CIFAR10

A script for training the ConvNextV2 on CIFAR10 dataset using the FSDP technique for a distributed training scheme.

Language: Python - Size: 9.77 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

BhabeshMali/Flower-Tutorial-Federated-Learning

Language: Jupyter Notebook - Size: 137 KB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 0

PersonalHealthTrain/PHT_FHIR_Demos_German_Initiative

Sample PHT implementations efforts from the PHT German team

Language: Java - Size: 352 KB - Last synced at: over 1 year ago - Pushed at: about 6 years ago - Stars: 0 - Forks: 1

rashid0531/DistributedCNN

Language: Python - Size: 6.14 MB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

praveen-palanisamy/ray-project-tutorial Fork of ray-project/tutorial

Language: Jupyter Notebook - Size: 152 KB - Last synced at: over 1 year ago - Pushed at: over 7 years ago - Stars: 1 - Forks: 1

yvgupta03/MLOPs_Collaborative_ML_with_Homomorphic_Encryption

Collaborative Machine Learning approach to train a mode that classifies a person as smoker or non-smoker based on the user data. The distributed approach of training is done with secure model transmissions to central cloud location where Amazon EC2 instance aggregates the new model based on new training received in Homomorphically Encrypted forms

Language: Jupyter Notebook - Size: 4.6 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0