distributed-machine-learning

Here are 63 public repositories matching this topic...

terrytangyuan / distributed-ml-patterns

Distributed Machine Learning Patterns from Manning Publications by Yuan Tang https://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

Updated Jan 17, 2024
Python

ray-project / ray-educational-materials

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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

Updated Feb 13, 2024
Jupyter Notebook

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

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

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

Updated Feb 27, 2023
Python

INET-RC / GeoMX

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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

Updated Mar 5, 2024
C++

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

Updated May 3, 2024
Jupyter Notebook

PaddlePaddle / PaddleDTX

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Paddle with Decentralized Trust based on Xuperchain

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

Updated Mar 22, 2024
Go

monk1337 / Aweome-Heathcare-Federated-Learning

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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

Updated Feb 19, 2023

GuanhuaWang / sensAI

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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

Updated May 3, 2024
Python

cleanzr / dblink

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Distributed Bayesian Entity Resolution in Apache Spark

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

Updated Jun 10, 2021
Scala

orion-orion / FedAO

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🔨 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