1.

Record Nr.

UNINA9911001462703321

Autore

Wani M. Arif

Titolo

Advances in Deep Learning, Volume 2 / / by M. Arif Wani, Bisma Sultan, Sarwat Ali, Mukhtar Ahmad Sofi

Pubbl/distr/stampa

Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2025

ISBN

981-9634-98-9

Edizione

[1st ed. 2025.]

Descrizione fisica

1 online resource (XVI, 186 p. 94 illus., 62 illus. in color.)

Collana

Studies in Big Data, , 2197-6511 ; ; 12

Disciplina

006.3

Soggetti

Computational intelligence

Big data

Neural networks (Computer science)

Image processing - Digital techniques

Computer vision

Artificial intelligence

Computational Intelligence

Big Data

Mathematical Models of Cognitive Processes and Neural Networks

Computer Imaging, Vision, Pattern Recognition and Graphics

Artificial Intelligence

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Nota di contenuto

Introduction to Deep Learning Architectures -- Evolutionary Algorithm-based Neural Architecture SearchEvolutionary Algorithm-based Neural Architecture Search -- Gradient-based Neural Architecture Search.

Sommario/riassunto

This book describes novel ways of using deep learning to solve real-world problems. It covers advanced deep learning topics like neural architecture search, ensemble deep learning, transfer learning techniques, lightweight architectures, hybrid deep learning approaches, and generative adversarial networks. The book discusses the use of these advanced topics in selected applications like image classification, object detection, image steganography, protein secondary structure prediction, and gene expression data classification. Various challenges and future research directions falling under the scope of these topics



are discussed.