federated-learning

There are 118 repositories under federated-learning topic.

visenger / awesome-mlops
A curated list of references for MLOps
ai data-science devops engineering federated-learning machine-learning ml mlops software-engineering
12470
OpenMined / PySyft
Perform data science on data that remains in someone else's server
cryptography deep-learning federated-learning hacktoberfest privacy python pytorch secure-computation syft
Language:Python 9434
FederatedAI / FATE
An Industrial Grade Federated Learning Framework
algorithm fate federated-learning machine-learning privacy-preserving
Language:Python 5651
flower
adap / flower
Flower: A Friendly Federated Learning Framework
ai android artificial-intelligence cpp deep-learning federated-analytics federated-learning federated-learning-framework fleet-intelligence fleet-learning flower framework grpc ios machine-learning python pytorch raspberry-pi scikit-learn tensorflow
Language:Python 4884
FedML-AI / FedML
FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a cross-cloud scheduler, further enables running any AI jobs on any GPU cloud or on-premise cluster. Built on this library, TensorOpera AI (https://TensorOpera.ai) is your generative AI platform at scale.
ai-agent deep-learning distributed-training edge-ai federated-learning inference-engine machine-learning mlops model-deployment model-serving on-device-training
Language:Python 4147
secretflow / secretflow
A unified framework for privacy-preserving data analysis and machine learning
confidential-computing data-analysis differential-privacy federated-learning homomorphic-encryption machine-learning privacy-preserving private-set-intersection secure-multiparty-computation split-learning trusted-execution-environment
Language:Python 2316
chaoyanghe / Awesome-Federated-Learning
FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai
federated-learning machine-learning distributed-optimization non-iid vertical-federated-learning decentralized-federated-learning hierarchical-federated-learning neural-architecture-search transfer-learning continual-learning semi-supervised-learning adversarial-attack-and-defense privacy communication-efficiency straggler-problem computation-efficiency wireless-communication interpretability incentive-mechanism computer-vision
1924
innovation-cat / Awesome-Federated-Machine-Learning
Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond
computer-vision deep-learning differential-privacy distributed-computing edge-computing federated-learning machine-learning privacy-preserving-machine-learning security
1715
Awesome-FL
youngfish42 / Awesome-FL
Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)
artificial-intelligence awesome computer-vision data-mining database deep-learning efficiency federated-learning federated-learning-framework graph graph-neural-networks information-retrieval knowledge-graph machine-learning natural-language-processing paper privacy security system tabular-data
Language:Python 1442
TsingZ0 / PFLlib
37 traditional FL (tFL) or personalized FL (pFL) algorithms, 3 scenarios, and 20 datasets.
attack differential-privacy distributed-computing dlg domainnet federated-learning heterogeneity imagenet iot non-iid personalization privacy privacy-protection python pytorch
Language:Python 1363
alibaba / FederatedScope
An easy-to-use federated learning platform
federated-learning machine-learning pytorch
Language:Python 1270
primihub / primihub
Privacy-Preserving Computing Platform 由密码学专家团队打造的开源隐私计算平台，支持多方安全计算、联邦学习、隐私求交、匿踪查询等。
federated-learning fl hacktoberfest mpc multi-party-computation pir privacy-preserving private-information-retrieval private-set-intersection psi security-protocol
Language:C++ 1263
AshwinRJ / Federated-Learning-PyTorch
Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data
deep-learning distributed-computing federated-learning python pytorch
Language:Python 1246
shaoxiongji / federated-learning
A PyTorch Implementation of Federated Learning http://doi.org/10.5281/zenodo.4321561
deep-learning federated-learning pytorch
Language:Python 1241
MedMNIST
MedMNIST / MedMNIST
[pip install medmnist] 18x Standardized Datasets for 2D and 3D Biomedical Image Classification
2d 3d automl benchmark classification dataset decathlon deep-learning federated-learning few-shot-learning machine-learning medical medical-image-analysis medical-image-computing medical-imaging medmnist mnist multi-modal pytorch
Language:Python 1049
wardseptember / notes
算法刷题指南、Java多线程与高并发、Java集合源码、Spring boot、Spring Cloud等笔记，源码级学习笔记后续也会更新。
data-structures federated-learning javaee machine-learning spring-boot spring-cloud
Language:HTML 858
SMILELab-FL / FedLab
A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.
fedlab federated-learning pytorch machine-learning federated-learning-framework pytorch-federated-learning deep-learning
Language:Jupyter Notebook 719
securefederatedai / openfl
An open framework for Federated Learning.
collaborative-learning deep-learning distributed-computing distributed-learning fedavg fedcurv federated-analytics federated-deep-learning federated-learning federated-learning-framework fedopt fedprox keras-federated-learning machine-learning openfl privacy-preserving-machine-learning python pytorch-federated-learning secure-computation tensorflow-federated-learning
Language:Jupyter Notebook 708
BUAA-BDA / OpenHuFu
OpenHuFu is an open-sourced data federation system to support collaborative queries over multi databases with security guarantee.
data-federation federated-learning differential-privacy mpc multiparty-computation secure-computation spatial-analysis spatial-queries privacy-preserving spatial-data-analysis swarm-intelligence data-privacy data-security data-sharing transportation
Language:Java 705
weimingwill / awesome-federated-learning
All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.
communication-efficiency data-privacy decentralized-federated-learning differential-privacy-deep-learning distributed-optimization federated-learning federated-learning-framework federated-optimization machine-learning meta-learning non-iid privacy statistical-heterogeneity
Language:Shell 653
mbs0221-mlsys / Multitask-Learning
Awesome Multitask Learning Resources
convex-optimization deep-learning domain-adaptation federated-learning few-shot-learning machine-learning meta-learning multi-task-learning sparse-learning transfer-learning
636
NVIDIA / NVFlare
NVIDIA Federated Learning Application Runtime Environment
decentralized federated-analytics federated-computing federated-learning pet privacy-protection python
Language:Python 599
achuthasubhash / Complete-Life-Cycle-of-a-Data-Science-Project
Complete-Life-Cycle-of-a-Data-Science-Project
analysis data-analysis data-science dataset deep-learning eda exploratory-data-analysis feature-engineering federated-learning machine-learning nlp-models python python-library pytorch reinforcement-learning scraper supervised-learning transfer-learning unsupervised-learning web-scraping
579
LatticeX-Foundation / Rosetta
A Privacy-Preserving Framework Based on TensorFlow
federated-learning homomorphic-encryption privacy-preserving-machine-learning secure-computation secure-multiparty-computation zero-knowledge-proofs
Language:C++ 560
Xtra-Computing / NIID-Bench
Federated Learning Benchmark - Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)
benchmark feature-imbalance federated-learning federated-learning-benchmark label-imbalance
Language:Python 553
bioint / MetisFL
The first open Federated Learning framework implemented in C++ and Python.
artificial-intelligence collaborative-ai deep-learning federated-analytics federated-learning federated-learning-framework machine-learning
Language:Python 528
poga / awesome-federated-learning
resources about federated learning and privacy in machine learning
deep-learning federated-learning medical-data privacy
521
WwZzz / easyFL
An experimental platform for federated learning.
deep-learning distributed-computing fairness federated-learning machine-learning pytorch
Language:Jupyter Notebook 521
KarhouTam / FL-bench
Benchmark of federated learning. Dedicated to the community. 🤗
deep-learning federated-learning federated-learning-framework machine-learning personalized-federated-learning pytorch-implementation
Language:Python 472
tushar-semwal / awesome-federated-computing
:books: :eyeglasses: A collection of research papers, codes, tutorials and blogs on Federated Computing/Learning.
awesome-list decentralized deep-learning distributed-computing federated-learning machine-learning
465
FederatedAI / KubeFATE
Manage federated learning workload using cloud native technologies.
cloudnative kubernetes federated-learning deployment
Language:Go 418
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 398
bharathgs / Awesome-Distributed-Deep-Learning
A curated list of awesome Distributed Deep Learning resources.
asynchronous awesome awesome-list computer-vision data-science deep-learning deep-neural-networks distributed-computing distributed-systems federated-learning gpu hyperparameter-optimization machine-learning natural-language-processing neural-networks nlp
393
SymbioticLab / FedScale
FedScale is a scalable and extensible open-source federated learning (FL) platform.
benchmark dataset deep-learning deployment distributed federated-learning icml machine-learning mlsys osdi pytorch tensorflow
Language:Python 385
1duo / awesome-ai-infrastructures
Infrastructures™ for Machine Learning Training/Inference in Production.
artificial-intelligence machine-learning deep-learning machine-learning-systems awesome-list deep-learning-framework kubernetes apache-spark apache-arrow apache-mesos pruning quantization knowledge-distillation model-compression federated-learning
381
SAP-samples / machine-learning-diff-private-federated-learning
Simulate a federated setting and run differentially private federated learning.
machine-learning security federated-learning differential-privacy sample sample-code
Language:Python 352

federated-learning

visenger / awesome-mlops

OpenMined / PySyft

FederatedAI / FATE

adap / flower

FedML-AI / FedML

secretflow / secretflow

chaoyanghe / Awesome-Federated-Learning

innovation-cat / Awesome-Federated-Machine-Learning

youngfish42 / Awesome-FL

TsingZ0 / PFLlib

alibaba / FederatedScope

primihub / primihub

AshwinRJ / Federated-Learning-PyTorch

shaoxiongji / federated-learning

MedMNIST / MedMNIST

wardseptember / notes

SMILELab-FL / FedLab

securefederatedai / openfl

BUAA-BDA / OpenHuFu

weimingwill / awesome-federated-learning

mbs0221-mlsys / Multitask-Learning

NVIDIA / NVFlare

achuthasubhash / Complete-Life-Cycle-of-a-Data-Science-Project

LatticeX-Foundation / Rosetta

Xtra-Computing / NIID-Bench

bioint / MetisFL

poga / awesome-federated-learning

WwZzz / easyFL

KarhouTam / FL-bench

tushar-semwal / awesome-federated-computing

FederatedAI / KubeFATE

vaseline555 / Federated-Learning-in-PyTorch

bharathgs / Awesome-Distributed-Deep-Learning

SymbioticLab / FedScale

1duo / awesome-ai-infrastructures

SAP-samples / machine-learning-diff-private-federated-learning