Amboage, Juan Pablo García - Resultados da pesquisa

Pesquisar colecções:

Ordenar por:	Display results:	Output format:

CERN Document Server	2 records found	Search took 2.08 seconds.

Model Performance Prediction for Hyperparameter Optimization of Deep Learning Models Using High Performance Computing and Quantum Annealing / Amboage, Juan Pablo García (CERN ; U. Santiago de Compostela (main)) ; Wulff, Eric (CERN) ; Girone, Maria (CERN) ; Pena, Tomás F. (U. Santiago de Compostela (main))
Hyperparameter Optimization (HPO) of Deep Learning-based models tends to be a compute resource intensive process as it usually requires to train the target model with many different hyperparameter configurations. We show that integrating model performance prediction with early stopping methods holds great potential to speed up the HPO process of deep learning models. [...]
arXiv:2311.17508.- 2024 - 7 p. - Published in : EPJ Web Conf. 295 (2024) 12005 Fulltext: document - PDF; 2311.17508 - PDF;
In : 26th International Conference on Computing in High Energy & Nuclear Physics, Norfolk, Virginia, Us, 8 - 12 May 2023, pp.12005

Registo detalhado - Registos similares

Hyperparameter optimization, quantum-assisted model performance prediction, and benchmarking of AI-based High Energy Physics workloads using HPC / Wulff, Eric (CERN) ; Girone, Maria (CERN) ; Southwick, David (CERN) ; Amboage, Juan Pablo García (CERN) ; Cuba, Eduard (CERN)
Training and Hyperparameter Optimization (HPO) of deep learning-based AI models are often compute resource intensive and calls for the use of large-scale distributed resources as well as scalable and resource efficient hyperparameter search algorithms. [...]
arXiv:2303.15053. - 5 p.
Fulltext

Registo detalhado - Registos similares

Interested in being notified about new results for this query?
Set up a personal email alert or subscribe to the RSS feed.

Haven't found what you were looking for? Try your search on other servers:
Amboage, Juan Pablo García em Amazon Amboage, Juan Pablo García em CERN EDMS Amboage, Juan Pablo García em CERN Intranet Amboage, Juan Pablo García em CiteSeer Amboage, Juan Pablo García em Google Books Amboage, Juan Pablo García em Google Scholar Amboage, Juan Pablo García em Google Web Amboage, Juan Pablo García em IEC	Amboage, Juan Pablo García em IHS Amboage, Juan Pablo García em INSPIRE Amboage, Juan Pablo García em ISO Amboage, Juan Pablo García em KISS Books/Journals Amboage, Juan Pablo García em KISS Preprints Amboage, Juan Pablo García em NEBIS Amboage, Juan Pablo García em SLAC Library Catalog Amboage, Juan Pablo García em Scirus

CERN Document Server

Access articles, reports and multimedia content in HEP

Main menu

CERN Accelerating science