| KEYWORD |
DAUIN - GR-03 - COMPUTER NETWORKS GROUP - NETGROUP
In-Network Machine Learning for Sustainable and Efficient Distributed Learning
Tesi all'estero
Riferimenti GUIDO MARCHETTO, ALESSIO SACCO
Riferimenti esterni Prof. Flavio Esposito - St. Louis University, USA
Gruppi di ricerca DAUIN - GR-03 - COMPUTER NETWORKS GROUP - NETGROUP
Descrizione This research investigates the deployment of machine learning algorithms within network infrastructure to enable sustainable and efficient distributed learning. By leveraging in-network computing capabilities, the study aims to reduce data transfer costs and latency, facilitating faster and more energy-efficient model training. The thesis will propose innovative techniques for embedding machine learning tasks directly into network nodes, enhancing the overall performance and scalability of distributed learning systems.
Scadenza validita proposta 11/07/2025
PROPONI LA TUA CANDIDATURA