| KEYWORD |
DAUIN - GR-03 - COMPUTER NETWORKS GROUP - NETGROUP
Tesi al Politecnico
Sustainable AI via Distributed Transfer Learning over Edge Networks
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 Transfer learning does not train from scratch but leverages existing models to help train the new model for better accuracy. Unfortunately, realizing transfer learning in distributed cloud-edge networks faces critical challenges such as online training, uncertain network environments, time-coupled control decisions, and the balance between resource consumption and model accuracy. In this project, students will design, implement, and evaluate solutions for sustainable distributed machine learning using transfer learning techniques, sharing our lesson learned in a scientific publication.
Scadenza validita proposta 08/02/2025
PROPONI LA TUA CANDIDATURA