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PyTorch implementation of FedProx (Federated Optimization for Heterogeneous Networks, MLSys 2020).

Python 91 18 Updated Jun 28, 2022

Simulate the fedavg and fedprox algorithm of federated learning

Python 8 1 Updated Apr 25, 2023

This repository contains all the implementation of different papers on Federated Learning

Jupyter Notebook 43 5 Updated Aug 12, 2020

Reconstruct image from CNN output using Keras and Tensorflow

Jupyter Notebook 2 Updated Sep 30, 2018

PyTorch reimplementation of neural-cryptography-tensorflow

Python 8 Updated Mar 23, 2019

A minimal implementaion (less than 150 lines of code with visualization) of DCGAN/WGAN in PyTorch with jupyter notebooks

Jupyter Notebook 188 73 Updated Jan 28, 2018

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

Jupyter Notebook 9,380 1,992 Updated Jul 25, 2024

Code for Federated Learning with Matched Averaging, ICLR 2020.

Python 326 84 Updated Dec 5, 2021

This repo contains all the notebooks mentioned in blog.

Jupyter Notebook 88 33 Updated Jan 26, 2020

Hierarchical Federated Learning with Quantization of Deep Networks from Decentralized Data

Jupyter Notebook 16 2 Updated Jul 28, 2020

Federated learning with PyTorch (federated averaging and consensus optimization): with 'reduced' bandwidth

Python 40 7 Updated Apr 30, 2024

An implementation of Federated Learning using Pytorch and PySyft

Jupyter Notebook 15 6 Updated Sep 1, 2021

Simplified implementation of federated learning in PyTorch

Jupyter Notebook 27 22 Updated Jan 7, 2021

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

Python 1,218 354 Updated Jul 25, 2024

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

Python 1,225 431 Updated May 7, 2024