Fourth Edition of the International Conference on Research in Applied Mathematics and Computer Science ICRAMCS 2022
 March 24-25-26, 2022
Online and Face-to-Face Conference

ICRAMCS, 4 (2022) | Proceedings ISSN: 2605-7700

Research Communication | Open Access
Volume 2022 | Communication ID 282
Optimization of Deep Convolutional Neural Network Architecture
El Houssaine Hssayni, Mohamed Ettaouil
Academic Editor: Youssef EL FOUTAYENI
Received
Accepted
Published
January 29, 2022
March 03, 2245
April 15, 2245

Abstract: Recently, convolutional neural network (CNN) has revolutionized the artificial intelligence field. Furthermore, its development has become a very active research area. This is due to its unavoidable achievements in most real-world applications. However, the determination of an optimal CNN architecture is still unclear until now. Furthermore, the choice of CNN architectures previously proposed is based only on experiments. To deal with this issue, we suggest, in this work, a mathematical modeling for CNN Architecture Optimization and training in terms of a mixed-integer nonlinear optimization ...