distributed-learning

There are 0 repository under distributed-learning topic.

microsoft / msrflute
Federated Learning Utilities and Tools for Experimentation
federated-learning distributed-learning gloo machine-learning nccl personalization privacy-tools pytorch simulation transformers-models
Language:Python 191
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
181
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 federated-learning knowledge-distillation machine-learning fedavgm fedcurv feddyn fedprox moon scaffold fednova fedntd
Language:Python 89
LabeliaLabs / distributed-learning-contributivity
Simulate collaborative ML scenarios, experiment multi-partner learning approaches and measure respective contributions of different datasets to model performance.
responsible-datascience trustworthy-datascience datasets-contributivity collaborative-machinelearning federated-learning distributed-learning multi-partner-learning
Language:Jupyter Notebook 58
mtuann / federated-learning-updated-papers
Papers related to Federated Learning in all top venues
data-heterogeneity distributed-learning federated-learning federated-transfer-learning horizontal-federated-learning trustworthy-federated-learning trustworthy-machine-learning vertical-federated-learning
49
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 46
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.
federated-learning neural-network recommender-system distributed-learning federated iid movie-recommendation ncf neural-collaborative-filtering non-iid recommendation-engine recommendation-system collaborative-filtering deep-learning deep-recommender-system recommendation-algorithms
Language:Python 40
FederalLab / OpenFed
A Comprehensive and Versatile Open-Source Federated Learning Framework
federated-learning artificial-intelligence distributed-learning safety deep-learning framework pytorch benchmark
Language:Python 32
Auto-Multilift
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.
distributed-learning multiagent-reinforcement-learning
Language:Python 30
BerivanIsik / sparse-random-networks
Implementation of the FedPM framework by the authors of the ICLR 2023 paper "Sparse Random Networks for Communication-Efficient Federated Learning".
compression deep-learning distributed-learning federated-learning pruning sparse-network
Language:Python 29
officialarijit / DW-FedAvg
A Federated Learning based Android Malware Classification System
android-malware-analysis android-malware-detection distributed-learning federated-learning
Language:Jupyter Notebook 27
IKNL / vantage6
Docker CLI package for the vantage6 infrastructure
federated-learning multi-party-computation data-science distributed-learning
Language:Python 23
burrmill / burrmill
BurrMill core
asr distributed-learning gce gcp hpc-cluster kaldi speech-science user-friendly
Language:Shell 21
cshjin / fedsimul
A project for simulation of Asynchronous Federated Learning
asynchronous distributed-learning federated-learning simulation
Language:Python 21
jtirana98 / SFL-workflow-optimization
distributed-learning federated-learning optimizing-workflow split-learning
Language:Python 20
Alirezalm / SCOT
Sparse Convex Optimization Toolkit (SCOT)
distributed-learning distributed-optimization sparse-optimization minlp
Language:C++ 14
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 fednova fedntd fedprox machine-learning moon scaffold fedsol federated-learning federated-learning-framework optimization sharpness-aware-minimization fedsam knnper perfedavg
Language:Python 13
Sakshi09Ch / CoDeC
[TMLR] CoDeC: Communication-Efficient Decentralized Continual Learning
continual-learning decentralized-learning deep-learning distributed-learning efficient
Language:Python 12
HaoweiLi778 / JointSQ
Simple Implementation of the CVPR 2024 Paper "JointSQ: Joint Sparsification-Quantization for Distributed Learning"
big-model distributed-learning gradient-compression quantization sparsification
Language:Python 11
lecode-official / pytorch-federated-learning
A federated learning simulator written in PyTorch, which supports a virtually unlimited number of clients.
pytorch deep-learning distributed-learning federated-averaging federated-learning python simulator pytorch-implementation
Language:Python 9
mvisionai / FedStream
FedStream: Prototype-Based Federated Learning on Distributed Concept-drifting Data Streams
federated-learning data-streams clustering distributed-learning metric-learning
Language:Python 9
savertm / Sageflow
Sageflow: Robust Federated Learning against Both Stragglers and Adversaries at NeurIPS'21
federated-learning deep-learning distributed-learning pytorch adversarial-attacks
Language:Python 9
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.
convnext convnextv2 deep-learning distributed distributed-computing distributed-learning distributed-training fsdp fully-sharded-data-parallel pytorch
Language:Python 8
MECLabTUDA / TheODen
Open-source solution for real-world cross-silo federated learning, primary focus on medical data
distributed-learning federated-learning medical-image-analysis
Language:Jupyter Notebook 8
Vision-Intelligence-and-Robots-Group / DCIL
Official implementation of Deep Class Incremental Learning from Decentralized Data (IEEE TNNLS 22)
continual-learning distributed-learning incremental-learning
Language:Python 8
ChristianInterno / FedLEx
Federated Loss Exploration for Improved Convergence on Non-IID Data (https://arxiv.org/abs/2506.18640)
artificial-neural-networks deep-learning distributed-learning distributed-systems federated-learning
Language:Python 7
varnio / fedsim
A generic Federated Learning simulator!
deep-learning distributed-learning federated-learning neural-networks optimization privacy pytorch research simulator
Language:Python 7
Mmasoud1 / MeshFL
MeshNet distributed learning by using the NVFlare framework
distributed-learning federated-learning nvflare semantic-segmentation
Language:Python 5
ShayanTalaei / HDO
The code for the paper "Hybrid Decentralized Optimization: First- and Zeroth-Order Optimizers Can Be Jointly Leveraged For Faster Convergence"
distributed-learning optimization
Language:Python 5
kPPDERT_cloud
AminAminifar / kPPDERT_cloud
Extremely Randomized Trees with Privacy Preservation for Distributed Data (k-PPD-ERT)
distributed-learning extremely-randomized-trees privacy-preserving-machine-learning secure-multiparty-computation machine-learning
Language:Python 4
Cloudslab / murmura
A decentralized/P2P federated learning library
cross-silo-federated-learning decentralized-learning distributed-learning federated-learning machine-learning p2p-learning decentralized-federated-learning deep-learning federated-learning-framework federated-learning-simulator open-source python
Language:Python 4
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.
distributed-learning pytorch optimization distributed-random-reshuffling
Language:Jupyter Notebook 4
rgtzths / federations_costs_slicing
This repository is the code basis of the paper intitled "The learning costs of Federated Learning in constrained scenarios"
deep-neural-networks distributed-learning machine-learning federated-learning
Language:Python 4
ZhangYi19941217 / pytorch-fl
federated-learning pytorch distributed-learning
Language:Python 4
sebastienmeyer2 / signsgd-fault-tolerance
Unofficial implementation of SignSGD to assess its robustness to adversaries.
byzantine signsgd distributed-learning fault-tolerance adversarial-learning
Language:Python 3
zeyneddinoz / subMFL
subMFL: Compatible subModel Generation for Federated Learning in Device Heterogeneous Environment
decentralized-learning distributed-learning edge-computing edge-intelligence federated-learning heterogeneous-environment mobile-edge-agent model-compression model-generalization model-personalization model-pruning ondeviceai resource-constrained-devices resource-constrained-ml statistical-heterogeneity trustworthy-ai
Language:Jupyter Notebook 3