PORTALE DELLA DIDATTICA

Ricerca CERCA
  KEYWORD

In-Network Machine Learning for Sustainable and Efficient Distributed Learning

estero 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