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distributed-ml-patterns

terrytangyuan /distributed-ml-patterns

Distributed Machine Learning Patterns from Manning Publications by Yuan Tanghttps://bit.ly/2RKv8Zo

python kubernetes devops distributed-systems data-science machine-learning book tensorflow cloud-computing argo cloud-native machine-learning-pipelines distributed-machine-learning kubeflow mlops large-scale-machine-learning argo-workflows manning-publications

UpdatedJul 8, 2025
Python

ray-project /ray-educational-materials

This is suite of the hands-on training materials that shows how to scale CV, NLP, time-series forecasting workloads with Ray.

deep-learning ray distributed-machine-learning ray-tune ray-train ray-distributed llm generative-ai ray-serve ray-data llm-serving llm-inference

UpdatedFeb 13, 2024
Jupyter Notebook

diaoenmao /HeteroFL-Computation-and-Communication-Efficient-Federated-Learning-for-Heterogeneous-Clients

[ICLR 2021] HeteroFL: Computation and Communication Efficient Federated Learning for Heterogeneous Clients

deep-learning model-compression distributed-machine-learning federated-learning

UpdatedFeb 27, 2023
Python

anupamkliv /FedERA

FedERA is a modular and fully customizable open-source FL framework, aiming to address these issues by offering comprehensive support for heterogeneous edge devices and incorporating both standalone and distributed computing. It includes new software modules to enhance usability and promote environ- mental sustainability.

python framework deep-learning grpc pytorch carbon-emissions edge-devices distributed-machine-learning federated-learning federa

UpdatedJul 14, 2025
Jupyter Notebook

INET-RC /GeoMX

GeoMX: A fast and unified system for distributed machine learning over geo-distributed data centers.

distributed-machine-learning communication-efficient geomx hierarchical-parameter-server dml-over-wans

UpdatedMar 5, 2024
C++

monk1337 /Aweome-Heathcare-Federated-Learning

A curated list of Federated Learning papers/articles and recent advancements.

machine-learning deep-learning awesome-list data-privacy healthcare-datasets life-science-data artifical-intelligense distributed-machine-learning federated-learning machine-learning-healthcare awesome-machine-learning medical-data-pipeline vertical-federated-learning healthcare-data blockchain-medical-applications healthcare-imaging non-iid machine-learning-privacy deep-learning-healthcare healthcare-federated-learning

UpdatedFeb 19, 2023

PaddlePaddle /PaddleDTX

Paddle with Decentralized Trust based on Xuperchain

blockchain distributed-machine-learning federated-learning decentralized-storage trusted-ai

UpdatedAug 22, 2024
Go

orion-orion /FedAO

🔨 A toolbox for federated learning, aiming to provide implementations of FedAvg, FedProx, Ditto, etc. in multiple versions, such as Pytorch/Tensorflow, single-machine/distributed, synchronized/asynchronous.

machine-learning distributed-machine-learning federated-learning

UpdatedOct 6, 2023
Python

sensAI

GuanhuaWang /sensAI

sensAI: ConvNets Decomposition via Class Parallelism for Fast Inference on Live Data

distributed-systems machine-learning deep-neural-networks deep-learning vgg imagenet resnet cifar10 sysml distributed-deep-learning cifar100 cifar-10 distributed-machine-learning cnn-classification cifar-100 mobilenet-v2 shufflenet-v2 mlsys imagenet1k

UpdatedJul 25, 2024
Python

cleanzr /dblink

Distributed Bayesian Entity Resolution in Apache Spark

apache-spark record-linkage entity-resolution bayesian-inference mcmc distributed-machine-learning

UpdatedJun 10, 2021
Scala

NErlNet

leondavi /NErlNet

Nerlnet is a framework for research and development of distributed machine learning models on IoT

python iot distributed-systems machine-learning erlang ai neural-network fault-tolerance ml cowboy federated distributed-machine-learning federated-learning artificial-intelligence-projects distributed-ml federated-learning-framework nerlnet

UpdatedJul 6, 2025
Python

diaoenmao /SemiFL-Semi-Supervised-Federated-Learning-for-Unlabeled-Clients-with-Alternate-Training

[NeurIPS 2022] SemiFL: Semi-Supervised Federated Learning for Unlabeled Clients with Alternate Training

deep-learning semi-supervised-learning distributed-machine-learning federated-learning

UpdatedJul 19, 2023
Python

makgyver /gossipy

Python module for simulating gossip learning.

deep-learning simulation pytorch gossip-protocol distributed-machine-learning federated-learning gossip-learning

UpdatedJan 25, 2024
Python

mls

pooyanjamshidi /mls

CSCE 585 - Machine Learning Systems

machine-learning computer-systems distributed-machine-learning machine-learning-systems

UpdatedDec 9, 2024
TeX

orion-orion /Distributed-ML-PySpark

🔨 使用Spark/Pytorch实现分布式算法，包括图/矩阵计算（graph/matrix computation）、随机算法、优化（optimization）和机器学习。参考刘铁岩《分布式机器学习》和CME 323课程

machine-learning spark distributed-computing distributed-machine-learning

UpdatedJun 27, 2023
Python

xinyandai /gradient-quantization

vector quantization for stochastic gradient descent.

sgd distributed-machine-learning federated-learning gradient-quantization gradient-compression

UpdatedMay 12, 2020
Python

TinfoilHat0 /Defending-Against-Backdoors-with-Robust-Learning-Rate

The code of AAAI-21 paper titled "Defending against Backdoors in Federated Learning with Robust Learning Rate".

machine-learning deep-learning pytorch distributed-machine-learning adversarial-attacks federated-learning robust-machine-learning backdoor-attacks

UpdatedOct 3, 2022
Python

soumyadipghosh /eventgrad

Event-Triggered Communication in Parallel Machine Learning

machine-learning mpi pytorch distributed-machine-learning communication-efficient parallel-machine-learning

UpdatedDec 8, 2021
C++

hwang595 /ATOMO

Atomo: Communication-efficient Learning via Atomic Sparsification

compression distributed-machine-learning communication-efficient

UpdatedDec 9, 2018
Python

beiyuouo /fedhf

🔨 A Flexible Federated Learning Simulator for Heterogeneous and Asynchronous.

python machine-learning distributed-machine-learning federated-learning federated-learning-framework fedhf

UpdatedAug 19, 2022
Python

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