Search Results for author: Bruno Sericola

Found 2 papers, 2 papers with code

MD-GAN: Multi-Discriminator Generative Adversarial Networks for Distributed Datasets

3 code implementations9 Nov 2018 Corentin Hardy, Erwan Le Merrer, Bruno Sericola

A recent technical breakthrough in the domain of machine learning is the discovery and the multiple applications of Generative Adversarial Networks (GANs).

Federated Learning

Distributed deep learning on edge-devices: feasibility via adaptive compression

1 code implementation15 Feb 2017 Corentin Hardy, Erwan Le Merrer, Bruno Sericola

We report a reduction of the total amount of data sent by workers to the server by two order of magnitude (e. g., 191-fold reduction for a convolutional network on the MNIST dataset), when compared to a standard asynchronous stochastic gradient descent, while preserving model accuracy.

BIG-bench Machine Learning

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