federated-learning

There are 116 repositories under federated-learning topic.

visenger / awesome-mlops
A curated list of references for MLOps
machine-learning mlops data-science engineering federated-learning devops software-engineering ai ml
11799
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 9275
FederatedAI / FATE
An Industrial Grade Federated Learning Framework
fate machine-learning federated-learning privacy-preserving algorithm
Language:Python 5522
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 4247
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.
federated-learning deep-learning distributed-training edge-ai machine-learning on-device-training inference-engine mlops model-deployment model-serving ai-agent
Language:Python 4069
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 2197
chaoyanghe / Awesome-Federated-Learning
FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai
adversarial-attack-and-defense communication-efficiency computation-efficiency computer-vision continual-learning decentralized-federated-learning distributed-optimization federated-learning hierarchical-federated-learning incentive-mechanism interpretability machine-learning neural-architecture-search non-iid privacy semi-supervised-learning straggler-problem transfer-learning vertical-federated-learning wireless-communication
1876
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
1589
Awesome-FL
youngfish42 / Awesome-FL
Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)
awesome deep-learning federated-learning graph-neural-networks machine-learning tabular-data federated-learning-framework computer-vision knowledge-graph paper security natural-language-processing information-retrieval data-mining database system artificial-intelligence efficiency privacy graph
Language:Python 1305
alibaba / FederatedScope
An easy-to-use federated learning platform
federated-learning machine-learning pytorch
Language:Python 1203
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++ 1199
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 1187
TsingZ0 / PFLlib
We expose this user-friendly algorithm library (with an integrated evaluation platform) for beginners who intend to start federated learning (FL) study
non-iid federated-learning personalization pytorch python distributed-computing heterogeneity differential-privacy privacy imagenet domainnet iot attack dlg privacy-protection
Language:Python 1173
shaoxiongji / federated-learning
A PyTorch Implementation of Federated Learning http://doi.org/10.5281/zenodo.4321561
federated-learning deep-learning pytorch
Language:Python 1166
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 976
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 811
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
Language:Java 706
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 673
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 662
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 646
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
624
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++ 554
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
542
bioint / MetisFL
The first open Federated Learning framework implemented in C++ and Python.
deep-learning federated-learning machine-learning artificial-intelligence federated-analytics collaborative-ai federated-learning-framework
Language:Python 531
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 519
poga / awesome-federated-learning
resources about federated learning and privacy in machine learning
federated-learning medical-data privacy deep-learning
518
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
460
WwZzz / easyFL
An experimental platform for federated learning.
pytorch federated-learning distributed-computing deep-learning fairness machine-learning
Language:Jupyter Notebook 445
FederatedAI / KubeFATE
Manage federated learning workload using cloud native technologies.
cloudnative kubernetes federated-learning deployment
Language:Go 415
KarhouTam / FL-bench
Benchmark of federated learning. Dedicated to the community. 🤗
federated-learning personalized-federated-learning pytorch-implementation federated-learning-framework deep-learning machine-learning
Language:Python 397
bharathgs / Awesome-Distributed-Deep-Learning
A curated list of awesome Distributed Deep Learning resources.
distributed-systems distributed-computing machine-learning deep-learning neural-networks nlp hyperparameter-optimization awesome awesome-list computer-vision deep-neural-networks asynchronous gpu federated-learning natural-language-processing data-science
388
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
368
SymbioticLab / FedScale
FedScale is a scalable and extensible open-source federated learning (FL) platform.
benchmark dataset machine-learning federated-learning icml deep-learning mlsys osdi deployment distributed pytorch tensorflow
Language:Python 367
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 364
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 345
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++ 330

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

alibaba / FederatedScope

primihub / primihub

AshwinRJ / Federated-Learning-PyTorch

TsingZ0 / PFLlib

shaoxiongji / federated-learning

MedMNIST / MedMNIST

wardseptember / notes

BUAA-BDA / OpenHuFu

SMILELab-FL / FedLab

securefederatedai / openfl

weimingwill / awesome-federated-learning

mbs0221 / Multitask-Learning

LatticeX-Foundation / Rosetta

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

bioint / MetisFL

Xtra-Computing / NIID-Bench

poga / awesome-federated-learning

tushar-semwal / awesome-federated-computing

WwZzz / easyFL

FederatedAI / KubeFATE

KarhouTam / FL-bench

bharathgs / Awesome-Distributed-Deep-Learning

1duo / awesome-ai-infrastructures

SymbioticLab / FedScale

vaseline555 / Federated-Learning-in-PyTorch

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

Koukyosyumei / AIJack