An open API service providing repository metadata for many open source software ecosystems.

Topic: "federated-learning"

visenger/awesome-mlops

A curated list of references for MLOps

Size: 1.36 MB - Last synced at: 9 days ago - Pushed at: 6 months ago - Stars: 13,082 - Forks: 1,943

OpenMined/PySyft

Perform data science on data that remains in someone else's server

Language: Python - Size: 736 MB - Last synced at: 3 days ago - Pushed at: 9 days ago - Stars: 9,681 - Forks: 1,996

FederatedAI/FATE

An Industrial Grade Federated Learning Framework

Language: Python - Size: 236 MB - Last synced at: 4 days ago - Pushed at: 6 months ago - Stars: 5,885 - Forks: 1,563

adap/flower

Flower: A Friendly Federated AI Framework

Language: Python - Size: 154 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 5,879 - Forks: 993

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.

Language: Python - Size: 892 MB - Last synced at: 6 days ago - Pushed at: 2 months ago - Stars: 3,859 - Forks: 744

secretflow/secretflow

A unified framework for privacy-preserving data analysis and machine learning

Language: Python - Size: 198 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 2,441 - Forks: 439

chaoyanghe/Awesome-Federated-Learning

FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai

Size: 210 KB - Last synced at: about 22 hours ago - Pushed at: over 2 years ago - Stars: 1,957 - Forks: 329

innovation-cat/Awesome-Federated-Machine-Learning

Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond

Size: 411 KB - Last synced at: 7 days ago - Pushed at: 12 months ago - Stars: 1,930 - Forks: 283

TsingZ0/PFLlib

Master Federated Learning in 2 Hours—Run It on Your PC!

Language: Python - Size: 45.7 MB - Last synced at: 7 days ago - Pushed at: 21 days ago - Stars: 1,737 - Forks: 345

youngfish42/Awesome-FL

Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)

Language: Python - Size: 5.11 MB - Last synced at: 3 days ago - Pushed at: 14 days ago - Stars: 1,708 - Forks: 195

alibaba/FederatedScope

An easy-to-use federated learning platform

Language: Python - Size: 300 MB - Last synced at: 5 days ago - Pushed at: 9 months ago - Stars: 1,414 - Forks: 229

shaoxiongji/federated-learning

A PyTorch Implementation of Federated Learning http://doi.org/10.5281/zenodo.4321561

Language: Python - Size: 30.3 KB - Last synced at: about 1 month ago - Pushed at: 10 months ago - Stars: 1,365 - Forks: 380

AshwinRJ/Federated-Learning-PyTorch

Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data

Language: Python - Size: 209 KB - Last synced at: 8 days ago - Pushed at: about 1 year ago - Stars: 1,339 - Forks: 457

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。

Language: C++ - Size: 19.5 MB - Last synced at: about 13 hours ago - Pushed at: 5 months ago - Stars: 1,324 - Forks: 175

MedMNIST/MedMNIST

[pip install medmnist] 18x Standardized Datasets for 2D and 3D Biomedical Image Classification

Language: Python - Size: 13.6 MB - Last synced at: 1 day ago - Pushed at: 4 months ago - Stars: 1,186 - Forks: 179

securefederatedai/openfl

An Open Framework for Federated Learning.

Language: Python - Size: 132 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 772 - Forks: 226

SMILELab-FL/FedLab

A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.

Language: Jupyter Notebook - Size: 85.6 MB - Last synced at: 13 days ago - Pushed at: 9 months ago - Stars: 764 - Forks: 130

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。

Language: HTML - Size: 374 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 747 - Forks: 187

NVIDIA/NVFlare

NVIDIA Federated Learning Application Runtime Environment

Language: Python - Size: 114 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 731 - Forks: 189

BUAA-BDA/OpenHuFu

OpenHuFu is an open-sourced data federation system to support collaborative queries over multi databases with security guarantee.

Language: Java - Size: 9.36 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 722 - Forks: 291

weimingwill/awesome-federated-learning

All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.

Language: Shell - Size: 271 KB - Last synced at: 7 days ago - Pushed at: 7 months ago - Stars: 693 - Forks: 97

mbs0221-mlsys/Multitask-Learning

Awesome Multitask Learning Resources

Size: 29.3 MB - Last synced at: 4 months ago - Pushed at: about 4 years ago - Stars: 654 - Forks: 144

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

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

Size: 156 MB - Last synced at: 8 days ago - Pushed at: 11 months ago - Stars: 609 - Forks: 250

WwZzz/easyFL

An experimental platform for federated learning.

Language: Jupyter Notebook - Size: 12.6 MB - Last synced at: 13 days ago - Pushed at: 3 months ago - Stars: 590 - Forks: 94

Xtra-Computing/NIID-Bench

Federated Learning Benchmark - Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)

Language: Python - Size: 1.11 MB - Last synced at: about 1 month ago - Pushed at: about 1 year ago - Stars: 588 - Forks: 119

KarhouTam/FL-bench

Benchmark of federated learning. Dedicated to the community. 🤗

Language: Python - Size: 8.66 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 582 - Forks: 99

LatticeX-Foundation/Rosetta

A Privacy-Preserving Framework Based on TensorFlow

Language: C++ - Size: 16.8 MB - Last synced at: 13 days ago - Pushed at: about 3 years ago - Stars: 556 - Forks: 110

poga/awesome-federated-learning

resources about federated learning and privacy in machine learning

Size: 62.5 KB - Last synced at: 7 days ago - Pushed at: 11 months ago - Stars: 535 - Forks: 93

bioint/MetisFL

The first open Federated Learning framework implemented in C++ and Python.

Language: Python - Size: 2.91 MB - Last synced at: 6 months ago - Pushed at: 11 months ago - Stars: 529 - Forks: 44

tushar-semwal/awesome-federated-computing

:books: :eyeglasses: A collection of research papers, codes, tutorials and blogs on Federated Computing/Learning.

Size: 138 KB - Last synced at: 7 days ago - Pushed at: almost 2 years ago - Stars: 476 - Forks: 85

FederatedAI/KubeFATE

Manage federated learning workload using cloud native technologies.

Language: Go - Size: 51.9 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 422 - Forks: 221

bharathgs/Awesome-Distributed-Deep-Learning

A curated list of awesome Distributed Deep Learning resources.

Size: 53.7 KB - Last synced at: 5 days ago - Pushed at: 10 months ago - Stars: 421 - Forks: 85

1duo/awesome-ai-infrastructures

Infrastructures™ for Machine Learning Training/Inference in Production.

Size: 11.8 MB - Last synced at: 7 days ago - Pushed at: almost 6 years ago - Stars: 413 - Forks: 74

SymbioticLab/FedScale

FedScale is a scalable and extensible open-source federated learning (FL) platform.

Language: Python - Size: 78.8 MB - Last synced at: 13 days ago - Pushed at: over 1 year ago - Stars: 396 - Forks: 121

Koukyosyumei/AIJack

Security and Privacy Risk Simulator for Machine Learning (arXiv:2312.17667)

Language: C++ - Size: 152 MB - Last synced at: 24 days ago - Pushed at: 25 days ago - Stars: 388 - Forks: 63

microsoft/PersonalizedFL

Personalized federated learning codebase for research

Language: Python - Size: 272 KB - Last synced at: about 3 hours ago - Pushed at: over 1 year ago - Stars: 388 - Forks: 51

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

Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities. arXiv:2408.07666.

Size: 2.04 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 378 - Forks: 17

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

Simulate a federated setting and run differentially private federated learning.

Language: Python - Size: 83 KB - Last synced at: 26 days ago - Pushed at: 2 months ago - Stars: 373 - Forks: 92

JeffffffFu/Awesome-Differential-Privacy-and-Meachine-Learning

Paper notes and code for differentially private machine learning

Language: Python - Size: 263 MB - Last synced at: 2 days ago - Pushed at: 6 months ago - Stars: 356 - Forks: 36

ebagdasa/backdoors101

Backdoors Framework for Deep Learning and Federated Learning. A light-weight tool to conduct your research on backdoors.

Language: Python - Size: 29.2 MB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 349 - Forks: 81

huweibo/Awesome-Federated-Learning-on-Graph-and-GNN-papers

Federated learning on graph, especially on graph neural networks (GNNs), knowledge graph, and private GNN.

Size: 33.2 KB - Last synced at: 7 days ago - Pushed at: about 1 year ago - Stars: 340 - Forks: 49

apple/pfl-research

Simulation framework for accelerating research in Private Federated Learning

Language: Jupyter Notebook - Size: 3.66 MB - Last synced at: 16 days ago - Pushed at: 3 months ago - Stars: 325 - Forks: 36

EnnengYang/Awesome-Forgetting-in-Deep-Learning

A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. TPAMI, 2024.

Size: 438 KB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 299 - Forks: 13

weimingwill/EasyFL

An easy-to-use federated learning platform

Language: Python - Size: 2.1 MB - Last synced at: 9 months ago - Pushed at: over 1 year ago - Stars: 294 - Forks: 49

JonasGeiping/breaching

Breaching privacy in federated learning scenarios for vision and text

Language: Python - Size: 168 MB - Last synced at: 17 days ago - Pushed at: about 1 year ago - Stars: 286 - Forks: 67

vaseline555/Federated-Learning-in-PyTorch

Handy PyTorch implementation of Federated Learning (for your painless research)

Language: Python - Size: 148 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 279 - Forks: 69

Substra/substra

Low-level Python library used to interact with a Substra network

Language: Python - Size: 5.43 MB - Last synced at: 9 days ago - Pushed at: 7 months ago - Stars: 278 - Forks: 36

QinbinLi/MOON

Model-Contrastive Federated Learning (CVPR 2021)

Language: Python - Size: 18.6 KB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 278 - Forks: 57

google/fedjax

FedJAX is a JAX-based open source library for Federated Learning simulations that emphasizes ease-of-use in research.

Language: Python - Size: 841 KB - Last synced at: 25 days ago - Pushed at: about 1 month ago - Stars: 261 - Forks: 42

Bisonai/awesome-edge-machine-learning

A curated list of awesome edge machine learning resources, including research papers, inference engines, challenges, books, meetups and others.

Language: Python - Size: 135 KB - Last synced at: 1 day ago - Pushed at: about 2 years ago - Stars: 261 - Forks: 50

CharlieDinh/pFedMe

Personalized Federated Learning with Moreau Envelopes (pFedMe) using Pytorch (NeurIPS 2020)

Language: Python - Size: 11 MB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 260 - Forks: 84

wenzhu23333/Differential-Privacy-Based-Federated-Learning

Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shakespeare, mnist, cifar-10 and fashion-mnist. )

Language: Python - Size: 50 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 255 - Forks: 43

GalaxyLearning/GFL

Galaxy Federated Learning Framework (星际联邦学习框架)

Language: Python - Size: 2.27 MB - Last synced at: 27 days ago - Pushed at: over 2 years ago - Stars: 249 - Forks: 60

pliang279/LG-FedAvg

[NeurIPS 2019 FL workshop] Federated Learning with Local and Global Representations

Language: Python - Size: 10.8 MB - Last synced at: about 1 month ago - Pushed at: 10 months ago - Stars: 236 - Forks: 54

JayZhang42/FederatedGPT-Shepherd

Shepherd: A foundational framework enabling federated instruction tuning for large language models

Language: Python - Size: 7.13 MB - Last synced at: about 1 month ago - Pushed at: almost 2 years ago - Stars: 229 - Forks: 38

litian96/fair_flearn

Fair Resource Allocation in Federated Learning (ICLR '20)

Language: Python - Size: 2.08 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 223 - Forks: 58

FedML-AI/FedNLP

FedNLP: An Industry and Research Integrated Platform for Federated Learning in Natural Language Processing, Backed by FedML, Inc. The Previous Research Version is Accepted to NAACL 2022

Size: 11.9 MB - Last synced at: 9 days ago - Pushed at: almost 3 years ago - Stars: 223 - Forks: 44

OpenMined/PyVertical

Privacy Preserving Vertical Federated Learning

Language: Python - Size: 23.9 MB - Last synced at: about 2 months ago - Pushed at: almost 2 years ago - Stars: 218 - Forks: 52

owkin/FLamby

Cross-silo Federated Learning playground in Python. Discover 7 real-world federated datasets to test your new FL strategies and try to beat the leaderboard.

Language: Python - Size: 68 MB - Last synced at: 5 days ago - Pushed at: 11 months ago - Stars: 215 - Forks: 25

xaynetwork/xaynet 📦

Xaynet represents an agnostic Federated Machine Learning framework to build privacy-preserving AI applications.

Language: Rust - Size: 6.81 MB - Last synced at: 19 days ago - Pushed at: over 2 years ago - Stars: 199 - Forks: 28

OpenMined/SyferText

A privacy preserving NLP framework

Language: Python - Size: 1.3 MB - Last synced at: 10 months ago - Pushed at: about 2 years ago - Stars: 196 - Forks: 49

MLOPTPSU/FedTorch

FedTorch is a generic repository for benchmarking different federated and distributed learning algorithms using PyTorch Distributed API.

Language: Python - Size: 304 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 190 - Forks: 35

microsoft/msrflute

Federated Learning Utilities and Tools for Experimentation

Language: Python - Size: 4.72 MB - Last synced at: about 3 hours ago - Pushed at: over 1 year ago - Stars: 189 - Forks: 23

jindongwang/tlbook-code

Code for Transfer Learning book--《迁移学习导论》配套代码

Language: Python - Size: 7.05 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 188 - Forks: 38

iQua/flsim

A simulation framework for Federated Learning written in PyTorch

Language: Python - Size: 34.2 KB - Last synced at: 10 months ago - Pushed at: about 3 years ago - Stars: 188 - Forks: 63

FedML-AI/FedGraphNN

FedGraphNN: A Federated Learning Platform for Graph Neural Networks with MLOps Support. The previous research version is accepted to ICLR'2021 - DPML and MLSys'21 - GNNSys workshops.

Size: 80.8 MB - Last synced at: about 1 hour ago - Pushed at: over 1 year ago - Stars: 180 - Forks: 42

beiyuouo/arxiv-daily

🎓 Automatically Update Some Fields Papers Daily using Github Actions (Update Every 12th hours)

Language: Python - Size: 33.8 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 171 - Forks: 51

JYWa/FedNova

PyTorch implementation of FedNova (NeurIPS 2020), and a class of federated learning algorithms, including FedAvg, FedProx.

Language: Python - Size: 97.7 KB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 169 - Forks: 37

epfml/disco

DISCO is a code-free and installation-free browser platform that allows any non-technical user to collaboratively train machine learning models without sharing any private data.

Language: TypeScript - Size: 14.5 MB - Last synced at: 4 days ago - Pushed at: 9 days ago - Stars: 165 - Forks: 28

NUAA-SmartSensing/FedModule

联邦学习模块化框架,支持各类FL。A universal federated learning framework, free to switch thread and process modes

Language: Python - Size: 12.1 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 163 - Forks: 21

SMILELab-FL/FedLab-benchmarks

Standard federated learning implementations in FedLab and FL benchmarks.

Language: Jupyter Notebook - Size: 52.9 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 155 - Forks: 44

scaleoutsystems/fedn

FEDn: An enterprise-ready and vendor-agnostic federated learning platform.

Language: Python - Size: 356 MB - Last synced at: about 15 hours ago - Pushed at: about 15 hours ago - Stars: 154 - Forks: 35

AI-secure/DBA

DBA: Distributed Backdoor Attacks against Federated Learning (ICLR 2020)

Language: Python - Size: 47.9 KB - Last synced at: over 1 year ago - Pushed at: almost 4 years ago - Stars: 153 - Forks: 40

omarfoq/FedEM

Official code for "Federated Multi-Task Learning under a Mixture of Distributions" (NeurIPS'21)

Language: Python - Size: 69.3 KB - Last synced at: 11 months ago - Pushed at: over 2 years ago - Stars: 152 - Forks: 28

TsingZ0/HtFLlib

You only need to configure one file to support model heterogeneity. Consistent GPU memory usage for single or multiple clients.

Language: Python - Size: 52.5 MB - Last synced at: 26 days ago - Pushed at: 27 days ago - Stars: 147 - Forks: 8

Xtra-Computing/FedTree

A tree-based federated learning system (MLSys 2023)

Language: C++ - Size: 35.6 MB - Last synced at: 5 days ago - Pushed at: 4 months ago - Stars: 147 - Forks: 41

IBM/probabilistic-federated-neural-matching 📦

Bayesian Nonparametric Federated Learning of Neural Networks

Language: Python - Size: 22.5 KB - Last synced at: 8 days ago - Pushed at: almost 6 years ago - Stars: 144 - Forks: 30

mccorby/PhotoLabeller

Federated Learning: Client application doing classification of images and local training. Works better with the Parameter Server at https://github.com/mccorby/PhotoLabellerServer

Language: Kotlin - Size: 8.03 MB - Last synced at: 21 days ago - Pushed at: about 6 years ago - Stars: 144 - Forks: 24

lishenghui/blades

⚔️ Blades: A Unified Benchmark Suite for Attacks and Defenses in Federated Learning

Language: Python - Size: 13.1 MB - Last synced at: 6 days ago - Pushed at: 3 months ago - Stars: 141 - Forks: 22

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

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

Language: Python - Size: 23.8 MB - Last synced at: 8 months ago - Pushed at: about 2 years ago - Stars: 141 - Forks: 33

FederatedAI/FATE-Serving

A scalable, high-performance serving system for federated learning models

Language: Java - Size: 28.8 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 139 - Forks: 77

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.

Language: Jupyter Notebook - Size: 2.82 MB - Last synced at: 20 days ago - Pushed at: about 2 months ago - Stars: 137 - Forks: 61

mplspunk/awesome-privacy-engineering

A curated list of resources related to privacy engineering

Size: 513 KB - Last synced at: 3 days ago - Pushed at: 8 months ago - Stars: 132 - Forks: 24

alexjungaalto/FederatedLearning

Material workbench for the master-level course CS-E4740 "Federated Learning"

Language: Jupyter Notebook - Size: 248 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 129 - Forks: 47

mccorby/FederatedAndroidTrainer

See new version https://github.com/mccorby/PhotoLabeller

Language: Java - Size: 285 KB - Last synced at: 21 days ago - Pushed at: about 7 years ago - Stars: 128 - Forks: 27

QVQZZZ/HeFlwr

HeFlwr: Federated Learning for Heterogeneous Devices

Language: Python - Size: 24.5 MB - Last synced at: 12 days ago - Pushed at: 2 months ago - Stars: 118 - Forks: 13

primihub/primihub-platform

PrimiHub platform is a Muti-Party Computation and Muti-Party federated task security scheduling platform for MPC and FL point to point service.

Language: Java - Size: 44.1 MB - Last synced at: about 1 month ago - Pushed at: 6 months ago - Stars: 117 - Forks: 32

beiyuouo/awesome-asynchronous-federated-learning

📦 Collect some Asynchronous Federated Learning papers.

Language: Python - Size: 101 KB - Last synced at: 7 days ago - Pushed at: over 1 year ago - Stars: 115 - Forks: 7

TsingZ0/FedALA

AAAI 2023 accepted paper, FedALA: Adaptive Local Aggregation for Personalized Federated Learning

Language: Python - Size: 22.5 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 110 - Forks: 17

ambianic/ambianic-edge

The core runtime engine for Ambianic Edge devices.

Language: Python - Size: 209 MB - Last synced at: about 1 month ago - Pushed at: about 2 years ago - Stars: 109 - Forks: 44

lishenghui/awesome-fm-fl

✨✨A curated list of latest advances on Large Foundation Models with Federated Learning

Language: Python - Size: 604 KB - Last synced at: 12 days ago - Pushed at: about 2 months ago - Stars: 107 - Forks: 7

GitDataAI/jzfs

Git based Version Control File System for joint management of code, data, model and their relationship.

Language: Rust - Size: 3.92 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 106 - Forks: 11

p2pfl/p2pfl

P2PFL is a decentralized federated learning library that enables federated learning on peer-to-peer networks using gossip protocols, making collaborative AI model training possible without reliance on central servers.

Language: Python - Size: 47.3 MB - Last synced at: 4 days ago - Pushed at: 18 days ago - Stars: 103 - Forks: 26

FederatedAI/FATE-Board

FATE's Visualization Toolkit

Language: Java - Size: 13.4 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 101 - Forks: 62

secretflow/kuscia

Kuscia(Kubernetes-based Secure Collaborative InfrA) is a K8s-based privacy-preserving computing task orchestration framework.

Language: Go - Size: 15.6 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 97 - Forks: 79

ray-project/rayfed

A multiple parties joint, distributed execution engine based on Ray, to help build your own federated learning frameworks in minutes.

Language: Python - Size: 1.38 MB - Last synced at: 9 days ago - Pushed at: 9 months ago - Stars: 96 - Forks: 22

apple/ml-flair

A large labelled image dataset for benchmarking in federated learning

Language: Jupyter Notebook - Size: 6.47 MB - Last synced at: 11 days ago - Pushed at: about 1 year ago - Stars: 95 - Forks: 15

monk1337/Aweome-Heathcare-Federated-Learning

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

Size: 454 KB - Last synced at: 2 days ago - Pushed at: about 2 years ago - Stars: 94 - Forks: 16

SymbioticLab/Oort

Oort: Efficient Federated Learning via Guided Participant Selection

Language: Python - Size: 116 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 94 - Forks: 25

flint-xf-fan/Byzantine-Federated-RL

[NeurIPS2021] Federated Reinforcement Learning with Theoretical Guarantees. The repo contains code and experiments for our Federated Policy Gradient with Byzantine Resilience framework for improving sample efficiency of RL agents.

Language: Python - Size: 446 MB - Last synced at: 29 days ago - Pushed at: 29 days ago - Stars: 92 - Forks: 12

Related Topics
machine-learning 286 deep-learning 207 pytorch 191 python 116 differential-privacy 83 privacy 68 federated-learning-framework 54 tensorflow 52 flower 51 blockchain 50 ai 33 artificial-intelligence 33 homomorphic-encryption 32 fedavg 32 distributed-learning 31 security 31 distributed-systems 28 distributed-computing 28 iot 26 reinforcement-learning 26 privacy-preserving-machine-learning 22 python3 22 computer-vision 21 pysyft 21 privacy-preserving 19 edge-computing 19 neural-networks 18 domain-adaptation 18 distributed-machine-learning 17 neural-network 17 deep-neural-networks 17 personalized-federated-learning 17 non-iid 16 adversarial-attacks 16 decentralized 16 optimization 16 docker 16 vantage6 16 privacy-protection 16 privacy-enhancing-technologies 16 split-learning 14 backdoor-attacks 14 personalization 14 mnist 14 keras 14 dataset 14 ml 14 meta-learning 13 non-iid-data 13 distributed-optimization 13 federated 13 transfer-learning 13 pytorch-implementation 13 classification 12 heterogeneity 12 healthcare 12 graph-neural-networks 12 collaborative-learning 12 framework 12 nlp 11 image-classification 11 awesome-list 11 smart-contracts 11 natural-language-processing 11 object-detection 11 decentralized-federated-learning 11 data-privacy 11 clustering 10 knowledge-distillation 10 fedprox 10 decentralized-learning 10 cybersecurity 10 robustness 10 continual-learning 9 machine-learning-algorithms 9 cnn 9 anomaly-detection 9 vertical-federated-learning 9 fairness 9 resnet 9 mpc 9 logistic-regression 9 paper 9 recommender-system 9 android 9 secure-multi-party-computation 9 asynchronous 8 domain-generalization 8 medical-image-analysis 8 decentralized-machine-learning 8 opacus 8 poisoning-attack 8 medical-imaging 8 kubernetes 8 adversarial-machine-learning 8 vision-transformer 8 tensorflow-federated-learning 8 recommendation-system 7 pruning 7 cryptography 7