federated-learning · GitHub Topics

visenger / awesome-mlops

#计算机科学#A curated list of references for MLOps

翻译 - 精选的MLOps参考列表

机器学习 mlops 数据科学 engineering federated-learning DevOps 软件工程人工智能

12.95 k

4 个月前

OpenMined / PySyft

#计算机科学#Perform data science on data that remains in someone else's server

翻译 - 一个用于加密的隐私保护机器学习的库

深度学习 secure-computation PyTorch 隐私 Cryptography Python syft federated-learning Hacktoberfest

Python 9.64 k

17 天前

FederatedAI / FATE

#算法刷题#An Industrial Grade Federated Learning Framework

翻译 - 工业级联合学习框架

fate 机器学习 federated-learning privacy-preserving 算法

Python 5.83 k

4 个月前

adap / flower

#安卓#Flower: A Friendly Federated AI Framework

翻译 - Flower - 一个友好的联邦学习框架

flower federated-learning federated-learning-framework federated-analytics fleet-learning fleet-intelligence 深度学习机器学习 PyTorch scikit-learn Tensorflow 框架 gRPC Python 人工智能树莓派 Android C++iOS

Python 5.53 k

1 天前

FedML-AI / FedML

#计算机科学#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 a...

federated-learning 深度学习 distributed-training edge-ai 机器学习 on-device-training inference-engine mlops model-deployment model-serving ai-agent

Python 3.8 k

9 天前

secretflow / secretflow

#计算机科学#A unified framework for privacy-preserving data analysis and machine learning

differential-privacy homomorphic-encryption 机器学习 privacy-preserving private-set-intersection secure-multiparty-computation trusted-execution-environment 数据分析 federated-learning split-learning Confidential Computing

Python 2.34 k

18 小时前

chaoyanghe / Awesome-Federated-Learning

#计算机科学#FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai

federated-learning 机器学习 neural-architecture-search transfer-learning continual-learning semi-supervised-learning 隐私 interpretability 机器视觉

1.95 k

3 年前

innovation-cat / Awesome-Federated-Machine-Learning

#计算机科学#Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond

federated-learning 机器学习深度学习 privacy-preserving-machine-learning 机器视觉 distributed-computing edge-computing 安全 differential-privacy

1.88 k

9 个月前

TsingZ0 / PFLlib

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

federated-learning personalization PyTorch Python distributed-computing differential-privacy 隐私 imagenet Internet of things attack privacy-protection

Python 1.65 k

1 天前

youngfish42 / Awesome-FL

#自然语言处理#Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)

Python 1.64 k

2 个月前

alibaba / FederatedScope

#计算机科学#An easy-to-use federated learning platform

federated-learning 机器学习 PyTorch

Python 1.38 k

7 个月前

shaoxiongji / federated-learning

#计算机科学#A PyTorch Implementation of Federated Learning http://doi.org/10.5281/zenodo.4321561

federated-learning 深度学习 PyTorch

Python 1.36 k

8 个月前

AshwinRJ / Federated-Learning-PyTorch

#计算机科学#Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data

federated-learning distributed-computing 深度学习 PyTorch Python

Python 1.33 k

10 个月前

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

C++ 1.31 k

3 个月前

MedMNIST / MedMNIST

#计算机科学#[pip install medmnist] 18x Standardized Datasets for 2D and 3D Biomedical Image Classification

翻译 - MedMNIST分类十项全能：医学图像分析的轻量级AutoML基准

dataset benchmark automl mnist medical medical-image-analysis multi-modal Medical imaging medical-image-computing 深度学习机器学习 3D 2d classification few-shot-learning PyTorch federated-learning

Python 1.14 k

2 个月前

wardseptember / notes

#计算机科学#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。

数据结构 javaee Spring Boot spring-cloud 机器学习 federated-learning

HTML 893

2 年前

SMILELab-FL / FedLab

#计算机科学#A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.

federated-learning PyTorch 机器学习 federated-learning-framework pytorch-federated-learning 深度学习

Jupyter Notebook 756

7 个月前

securefederatedai / openfl

An Open Framework for Federated Learning.

federated-learning federated-analytics Python trusted-execution-environment

Python 756

2 天前

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

Java 727

5 个月前

NVIDIA / NVFlare

NVIDIA Federated Learning Application Runtime Environment

Python decentralized federated-analytics federated-learning privacy-protection

Python 700

3 天前