federated-learning · GitHub Topics

awesome-mlops

@visenger

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

翻译 - 精选的MLOps参考列表

machine-learning mlops data-science engineering federated-learning devops software-engineering ai ml

12.62 k

5 个月前

PySyft

OpenMined@OpenMined

#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

deep-learning secure-computation pytorch privacy cryptography python syft federated-learning hacktoberfest

Python9.32 k

5 个月前

FATE

@FederatedAI

#算法刷题# An Industrial Grade Federated Learning Framework

翻译 - 工业级联合学习框架

fate machine-learning federated-learning privacy-preserving algorithm

Python5.73 k

4 天前

flower

@adap

#计算机科学# 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 deep-learning machine-learning pytorch scikit-learn

Python5.15 k

20 小时前

FedML

@FedML-AI

#区块链# 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 deep-learning distributed-training blockchain edge-ai machine-learning on-device-training inference-engine marketplace mlops

Python4.19 k

12 天前

secretflow

@secretflow

#计算机科学# 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

Python2.36 k

8 天前

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

C++1.29 k

2 个月前

OpenHuFu

@BUAA-BDA

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

Java722

1 个月前

pfl-research

苹果公司@apple

#计算机科学# Simulation framework for accelerating research in Private Federated Learning

differential-privacy federated-learning federated-learning-framework machine-learning privacy

Jupyter Notebook295

1 个月前

easyFL

@WwZzz

#计算机科学# An experimental platform to quickly realize and compare with popular centralized federated learning algorithms. A realization of federated learning algorithm on fairness (FedFV, Federated Learning wit...

pytorch federated-learning distributed-computing deep-learning fairness machine-learning

Python188

2 年前