federated-learning

There are 127 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
13412
OpenMined / PySyft
Perform data science on data that remains in someone else's server
deep-learning secure-computation pytorch privacy cryptography python syft federated-learning hacktoberfest
Language:Python 9804
flower
adap / flower
Flower: A Friendly Federated AI 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 6393
FederatedAI / FATE
An Industrial Grade Federated Learning Framework
algorithm fate federated-learning machine-learning privacy-preserving
Language:Python 6005
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 3964
secretflow / secretflow
A unified framework for privacy-preserving data analysis and machine learning
differential-privacy homomorphic-encryption machine-learning privacy-preserving private-set-intersection secure-multiparty-computation trusted-execution-environment data-analysis federated-learning split-learning confidential-computing
Language:Python 2568
innovation-cat / Awesome-Federated-Machine-Learning
Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond
federated-learning machine-learning deep-learning privacy-preserving-machine-learning computer-vision distributed-computing edge-computing security differential-privacy
2030
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
1988
TsingZ0 / PFLlib
Master Federated Learning in 2 Hours—Run It on Your PC!
non-iid federated-learning personalization pytorch python distributed-computing heterogeneity differential-privacy privacy imagenet domainnet iot attack dlg privacy-protection
Language:Python 1975
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 1868
alibaba / FederatedScope
An easy-to-use federated learning platform
federated-learning machine-learning pytorch
Language:Python 1479
shaoxiongji / federated-learning
A PyTorch Implementation of Federated Learning
deep-learning federated-learning pytorch
Language:Python 1472
AshwinRJ / Federated-Learning-PyTorch
Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data
federated-learning distributed-computing deep-learning pytorch python
Language:Python 1396
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 private-information-retrieval private-set-intersection pir psi hacktoberfest mpc fl privacy-preserving multi-party-computation security-protocol
Language:C++ 1358
MedMNIST
MedMNIST / MedMNIST
[pip install medmnist] 18x Standardized Datasets for 2D and 3D Biomedical Image Classification
dataset benchmark automl mnist medical medical-image-analysis medmnist multi-modal decathlon medical-imaging medical-image-computing deep-learning machine-learning 3d 2d classification few-shot-learning pytorch federated-learning
Language:Python 1279
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 javaee spring-boot spring-cloud machine-learning federated-learning
Language:HTML 926
NVIDIA / NVFlare
NVIDIA Federated Learning Application Runtime Environment
python decentralized federated-analytics federated-learning pet privacy-protection federated-computing
Language:Python 826
securefederatedai / openfederatedlearning
An Open Framework for Federated Learning.
federated-learning federated-analytics python federated-evaluation privacy-preserving-ml trusted-execution-environment
Language:Python 816
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 805
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 731
weimingwill / awesome-federated-learning
All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.
federated-learning machine-learning data-privacy communication-efficiency federated-optimization differential-privacy-deep-learning distributed-optimization federated-learning-framework privacy meta-learning decentralized-federated-learning statistical-heterogeneity non-iid
Language:Shell 718
mbs0221 / Multitask-Learning
Awesome Multitask Learning Resources
multi-task-learning deep-learning sparse-learning domain-adaptation transfer-learning meta-learning few-shot-learning convex-optimization federated-learning machine-learning
672
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 647
achuthasubhash / Complete-Life-Cycle-of-a-Data-Science-Project
Complete-Life-Cycle-of-a-Data-Science-Project
feature-engineering unsupervised-learning data-science deep-learning machine-learning exploratory-data-analysis reinforcement-learning eda pytorch supervised-learning transfer-learning nlp-models python-library analysis data-analysis federated-learning dataset python web-scraping scraper
630
Xtra-Computing / NIID-Bench
Federated Learning Benchmark - Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)
federated-learning feature-imbalance label-imbalance benchmark federated-learning-benchmark
Language:Python 611
WwZzz / easyFL
An experimental platform for federated learning.
pytorch federated-learning distributed-computing deep-learning fairness machine-learning
Language:Jupyter Notebook 600
EnnengYang / Awesome-Model-Merging-Methods-Theories-Applications
Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities. arXiv:2408.07666.
attack-defense continual-learning diffusion-models ensemble-learning federated-learning few-shot-learning foundation-models generalization generative-model knowledge-fusion large-language-models llms meta-learning model-fusion model-merging multi-domain-learning multi-task-learning robustness transfer-learning zero-shot-learning
590
LatticeX-Foundation / Rosetta
A Privacy-Preserving Framework Based on TensorFlow
privacy-preserving-machine-learning secure-multiparty-computation homomorphic-encryption zero-knowledge-proofs federated-learning secure-computation
Language:C++ 555
poga / awesome-federated-learning
resources about federated learning and privacy in machine learning
deep-learning federated-learning medical-data privacy
539
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 522
tushar-semwal / awesome-federated-computing
:books: :eyeglasses: A collection of research papers, codes, tutorials and blogs on Federated Computing/Learning.
federated-learning machine-learning deep-learning awesome-list decentralized distributed-computing
477
vaseline555 / Federated-Learning-in-PyTorch
Handy PyTorch implementation of Federated Learning (for your painless research)
federated-learning pytorch fedavg fedprox fedsgd leaf-benchmark deep-learning fedadagrad fedadam fedopt fedyogi
Language:Python 458
FederatedAI / KubeFATE
Manage federated learning workload using cloud native technologies.
cloudnative deployment federated-learning kubernetes
Language:Go 434
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
433
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
428
AIJack
Koukyosyumei / AIJack
Security and Privacy Risk Simulator for Machine Learning (arXiv:2312.17667)
security machine-learning adversarial-attacks adversarial-examples adversarial-machine-learning membership-inference model-inversion-attacks evasion-attack poisoning-attacks privacy deep-learning homomorphic-encryption differential-privacy paillier paillier-cryptosystem federated-learning k-anonymity dbms
Language:C++ 409

federated-learning

visenger / awesome-mlops

OpenMined / PySyft

adap / flower

FederatedAI / FATE

FedML-AI / FedML

secretflow / secretflow

innovation-cat / Awesome-Federated-Machine-Learning

chaoyanghe / Awesome-Federated-Learning

TsingZ0 / PFLlib

youngfish42 / Awesome-FL

alibaba / FederatedScope

shaoxiongji / federated-learning

AshwinRJ / Federated-Learning-PyTorch

primihub / primihub

MedMNIST / MedMNIST

wardseptember / notes

NVIDIA / NVFlare

securefederatedai / openfederatedlearning

SMILELab-FL / FedLab

BUAA-BDA / OpenHuFu

weimingwill / awesome-federated-learning

mbs0221 / Multitask-Learning

KarhouTam / FL-bench

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

Xtra-Computing / NIID-Bench

WwZzz / easyFL

EnnengYang / Awesome-Model-Merging-Methods-Theories-Applications

LatticeX-Foundation / Rosetta

poga / awesome-federated-learning

bioint / MetisFL

tushar-semwal / awesome-federated-computing

vaseline555 / Federated-Learning-in-PyTorch

FederatedAI / KubeFATE

bharathgs / Awesome-Distributed-Deep-Learning

1duo / awesome-ai-infrastructures

Koukyosyumei / AIJack