fedsgd 开源项目推荐（4 个）

vaseline555 /Federated-Learning-in-PyTorch

PyTorch的联合学习实现（为你的无痛研究提供）

c-gabri /Federated-Learning-PyTorch

PyTorch implementation of Federated Learning algorithms FedSGD, FedAvg, FedAvgM, FedIR, FedVC, FedProx and standard SGD, applied to visual classification. Client distributions are synthesized with arbitrary non-identicalness and imbalance (Dirichlet priors). Client systems can be arbitrarily heterogeneous. Several mobile-friendly models are prov…

Vinit2244 /DistLearn

A secure, scalable, and modular implementation of a Federated Learning system designed for distributed environments. Built using Python, PyTorch, gRPC, and Consul, this project enables multiple clients to collaboratively train machine learning models while ensuring data privacy and dynamic service discovery.

SaadH-077 /Federated-Learning-Optimization

Robust benchmarking of FedAvg, SCAFFOLD, FedGH & FedSAM on non-IID MNIST using Dirichlet-based client splits.