Topic: federated-learning Goto Github

👇 Here are 941 public repositories matching this topic...

1duo / awesome-ai-infrastructures
federated-learning,Infrastructures™ for Machine Learning Training/Inference in Production.
User: 1duo
artificial-intelligence machine-learning deep-learning machine-learning-systems awesome-list deep-learning-framework kubernetes apache-spark apache-arrow apache-mesos

achuthasubhash / complete-life-cycle-of-a-data-science-project
federated-learning,Complete-Life-Cycle-of-a-Data-Science-Project
User: achuthasubhash
feature-engineering unsupervised-learning data-science deep-learning machine-learning exploratory-data-analysis reinforcement-learning eda pytorch supervised-learning

adap / flower
federated-learning,Flower: A Friendly Federated Learning Framework
Organization: adap
Home Page: https://flower.ai
flower federated-learning federated-learning-framework federated-analytics fleet-learning fleet-intelligence deep-learning machine-learning pytorch scikit-learn

alibaba / federatedscope
federated-learning,An easy-to-use federated learning platform
Organization: alibaba
Home Page: https://www.federatedscope.io
federated-learning machine-learning pytorch

ashwinrj / federated-learning-pytorch
federated-learning,Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data
User: ashwinrj
federated-learning distributed-computing deep-learning pytorch python

bharathgs / awesome-distributed-deep-learning
federated-learning,A curated list of awesome Distributed Deep Learning resources.
User: bharathgs
distributed-systems distributed-computing machine-learning deep-learning neural-networks nlp hyperparameter-optimization awesome awesome-list computer-vision

bioint / metisfl
federated-learning,The first open Federated Learning framework implemented in C++ and Python.
Organization: bioint
Home Page: https://metisfl.org
deep-learning federated-learning machine-learning artificial-intelligence federated-analytics collaborative-ai federated-learning-framework

bisonai / awesome-edge-machine-learning
federated-learning,A curated list of awesome edge machine learning resources, including research papers, inference engines, challenges, books, meetups and others.
Organization: bisonai
edge-machine-learning mobile-machine-learning auto-ml efficient-architectures pruning quantization iot awesome-list federated-learning embedded-machine-learning

buaa-bda / openhufu
federated-learning,OpenHuFu is an open-sourced data federation system to support collaborative queries over multi databases with security guarantee.
Organization: buaa-bda
data-federation federated-learning differential-privacy mpc multiparty-computation secure-computation spatial-analysis spatial-queries privacy-preserving spatial-data-analysis

chaoyanghe / awesome-federated-learning
federated-learning,FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai
User: chaoyanghe
federated-learning machine-learning distributed-optimization non-iid vertical-federated-learning decentralized-federated-learning hierarchical-federated-learning neural-architecture-search transfer-learning continual-learning

charliedinh / pfedme
federated-learning,Personalized Federated Learning with Moreau Envelopes (pFedMe) using Pytorch (NeurIPS 2020)
User: charliedinh
federated-learning personalized-federated-learning federated-meta-learning pytorch neurips-2020 pfedme paper per-fedavg

easyfl-ai / easyfl
federated-learning,An easy-to-use federated learning platform
Organization: easyfl-ai
federated-learning computer-vision data-privacy deep-learning machine-learning

ebagdasa / backdoors101
federated-learning,Backdoors Framework for Deep Learning and Federated Learning. A light-weight tool to conduct your research on backdoors.
User: ebagdasa
adversarial adversarial-machine-learning backdoor-attacks backdoors deep-learning-backdoors deep-learning-security federated-learning machine-learning ml-backdoors neural-trojan pytorch research security

federatedai / fate
federated-learning,An Industrial Grade Federated Learning Framework
Organization: federatedai
fate machine-learning federated-learning privacy-preserving algorithm

federatedai / kubefate
federated-learning,Manage federated learning workload using cloud native technologies.
Organization: federatedai
cloudnative kubernetes federated-learning deployment

fedml-ai / fedml
federated-learning,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, FEDML Nexus AI (https://fedml.ai) is your generative AI platform at scale.
Organization: fedml-ai
Home Page: https://fedml.ai
ai-agent deep-learning distributed-training edge-ai federated-learning inference-engine machine-learning mlops model-deployment model-serving on-device-training

galaxylearning / gfl
federated-learning,Galaxy Federated Learning Framework （星际联邦学习框架）
Organization: galaxylearning
Home Page: http://galaxylearning.github.io/
federated-learning-algorithm federated-learning federated-learning-framework blockchain pytorch decentralized algorithm

google / fedjax
federated-learning,FedJAX is a JAX-based open source library for Federated Learning simulations that emphasizes ease-of-use in research.
Organization: google
jax federated-learning

huweibo / awesome-federated-learning-on-graph-and-gnn-papers
federated-learning,Federated learning on graph, especially on graph neural networks (GNNs), knowledge graph, and private GNN.
User: huweibo
federated-learning graph-neural-network knowledge-graph gnn graph papers

innovation-cat / awesome-federated-machine-learning
federated-learning,Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond
User: innovation-cat
federated-learning machine-learning deep-learning privacy-preserving-machine-learning computer-vision distributed-computing edge-computing security differential-privacy

jindongwang / tlbook-code
federated-learning,Code for Transfer Learning book--《迁移学习导论》配套代码
User: jindongwang
domain-adaptation transfer-learning domain-generalization federated-learning

jonasgeiping / breaching
federated-learning,Breaching privacy in federated learning scenarios for vision and text
User: jonasgeiping
security machine-learning pytorch federated-learning decentralized-learning privacy-audit

karhoutam / fl-bench
federated-learning,Benchmark of federated learning. Dedicated to the community. 🤗
User: karhoutam
federated-learning personalized-federated-learning pytorch-implementation federated-learning-framework deep-learning machine-learning

koukyosyumei / aijack
federated-learning,Security and Privacy Risk Simulator for Machine Learning (arXiv:2312.17667)
User: koukyosyumei
adversarial-attacks adversarial-examples adversarial-machine-learning dbms deep-learning differential-privacy evasion-attack federated-learning homomorphic-encryption k-anonymity machine-learning membership-inference model-inversion-attacks paillier paillier-cryptosystem poisoning-attacks privacy security

latticex-foundation / rosetta
federated-learning,A Privacy-Preserving Framework Based on TensorFlow
Organization: latticex-foundation
privacy-preserving-machine-learning secure-multiparty-computation homomorphic-encryption zero-knowledge-proofs federated-learning secure-computation

litian96 / fair_flearn
federated-learning,Fair Resource Allocation in Federated Learning (ICLR '20)
User: litian96
fairness-ml distributed-optimization federated-learning alpha-fairness

mbs0221 / multitask-learning
federated-learning,Awesome Multitask Learning Resources
User: mbs0221
multi-task-learning deep-learning sparse-learning domain-adaptation transfer-learning meta-learning few-shot-learning convex-optimization federated-learning machine-learning

medmnist / medmnist
federated-learning,[pip install medmnist] 18x Standardized Datasets for 2D and 3D Biomedical Image Classification
Organization: medmnist
Home Page: https://medmnist.com/
dataset benchmark automl mnist medical medical-image-analysis medmnist multi-modal decathlon medical-imaging

microsoft / personalizedfl
federated-learning,Personalized federated learning codebase for research
Organization: microsoft
Home Page: http://aka.ms/pfed
federated-learning non-iid personalized-federated-learning deep-learning machine-learning

openmined / pysyft
federated-learning,Perform data science on data that remains in someone else's server
Organization: openmined
Home Page: https://www.openmined.org/
deep-learning secure-computation pytorch privacy cryptography python syft federated-learning hacktoberfest

poga / awesome-federated-learning
federated-learning,resources about federated learning and privacy in machine learning
User: poga
federated-learning medical-data privacy deep-learning

primihub / primihub
federated-learning,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。
Organization: primihub
Home Page: https://docs.primihub.com/
federated-learning private-information-retrieval private-set-intersection pir psi hacktoberfest mpc fl privacy-preserving multi-party-computation

qinbinli / moon
federated-learning,Model-Contrastive Federated Learning (CVPR 2021)
User: qinbinli
federated-learning contrastive-learning pytorch cvpr2021

sap-samples / machine-learning-diff-private-federated-learning
federated-learning,Simulate a federated setting and run differentially private federated learning.
Organization: sap-samples
Home Page: https://arxiv.org/abs/1712.07557v1
machine-learning security federated-learning differential-privacy sample sample-code

secretflow / secretflow
federated-learning,A unified framework for privacy-preserving data analysis and machine learning
Organization: secretflow
Home Page: https://www.secretflow.org.cn/docs/secretflow/en/
differential-privacy homomorphic-encryption machine-learning privacy-preserving private-set-intersection secure-multiparty-computation trusted-execution-environment data-analysis federated-learning split-learning

securefederatedai / openfl
federated-learning,An open framework for Federated Learning.
Organization: securefederatedai
Home Page: https://openfl.readthedocs.io/en/latest/index.html
federated-learning secure-computation openfl distributed-computing deep-learning collaborative-learning privacy-preserving-machine-learning machine-learning fedprox fedavg

shaoxiongji / federated-learning
federated-learning,A PyTorch Implementation of Federated Learning http://doi.org/10.5281/zenodo.4321561
User: shaoxiongji
Home Page: http://doi.org/10.5281/zenodo.4321561
federated-learning deep-learning pytorch

smilelab-fl / fedlab
federated-learning,A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.
Organization: smilelab-fl
Home Page: https://fedlab.readthedocs.io
fedlab federated-learning pytorch machine-learning federated-learning-framework pytorch-federated-learning deep-learning

substra / substra
federated-learning,Low-level Python library used to interact with a Substra network
Organization: substra
Home Page: https://docs.substra.org
federated-learning federated-learning-framework

symbioticlab / fedscale
federated-learning,FedScale is a scalable and extensible open-source federated learning (FL) platform.
Organization: symbioticlab
Home Page: https://fedscale.ai
benchmark dataset machine-learning federated-learning icml deep-learning mlsys osdi deployment distributed

tsingz0 / pfllib
federated-learning,We expose this user-friendly algorithm library (with an integrated evaluation platform) for beginners who intend to start federated learning (FL) study
User: tsingz0
non-iid federated-learning personalization pytorch python distributed-computing heterogeneity differential-privacy privacy imagenet

tushar-semwal / awesome-federated-computing
federated-learning,:books: :eyeglasses: A collection of research papers, codes, tutorials and blogs on Federated Computing/Learning.
User: tushar-semwal
federated-learning machine-learning deep-learning awesome-list decentralized distributed-computing

vaseline555 / federated-learning-in-pytorch
federated-learning,Handy PyTorch implementation of Federated Learning (for your painless research)
User: vaseline555
federated-learning pytorch fedavg fedprox fedsgd leaf-benchmark deep-learning fedadagrad fedadam fedopt

visenger / awesome-mlops
federated-learning,A curated list of references for MLOps
User: visenger
Home Page: https://ml-ops.org
machine-learning mlops data-science engineering federated-learning devops software-engineering ai ml

wardseptember / notes
federated-learning,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。
User: wardseptember
Home Page: https://wardseptember.github.io/notes/#/
data-structures federated-learning javaee machine-learning spring-boot spring-cloud

weimingwill / awesome-federated-learning
federated-learning,All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.
User: weimingwill
Home Page: https://github.com/EasyFL-AI/EasyFL
federated-learning machine-learning data-privacy communication-efficiency federated-optimization differential-privacy-deep-learning distributed-optimization federated-learning-framework privacy meta-learning

wenzhu23333 / differential-privacy-based-federated-learning
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. )
User: wenzhu23333
federated-learning differential-privacy privacy pytorch deep-learning laplace gaussian

wwzzz / easyfl
federated-learning,An experimental platform for federated learning.
User: wwzzz
pytorch federated-learning distributed-computing deep-learning fairness machine-learning

xtra-computing / niid-bench
federated-learning,Federated Learning Benchmark - Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)
Organization: xtra-computing
federated-learning feature-imbalance label-imbalance benchmark federated-learning-benchmark

youngfish42 / awesome-fl
federated-learning,Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)
User: youngfish42
Home Page: https://youngfish42.github.io/Awesome-FL
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