2 papers
cs.DC2024
Distributed Convolutional Neural Network Training on Mobile and Edge Clusters
Pranav Rama, Madison Threadgill, Andreas Gerstlauer
The training of deep and/or convolutional neural networks (DNNs/CNNs) is traditionally done on servers with powerful CPUs and GPUs. Recent efforts have emerged to localize machine…
cs.LG2024
A Survey of Distributed Learning in Cloud, Mobile, and Edge Settings
Madison Threadgill, Andreas Gerstlauer
In the era of deep learning (DL), convolutional neural networks (CNNs), and large language models (LLMs), machine learning (ML) models are becoming increasingly complex, demanding…