
Deep Learning: Concepts and Architectures
Springer (Publisher)
Published on 13. November 2019
Book
Hardback
XII, 342 pages
978-3-030-31755-3 (ISBN)
Description
This book introduces readers to the fundamental concepts of deep learning and offers practical insights into how this learning paradigm supports automatic mechanisms of structural knowledge representation. It discusses a number of multilayer architectures giving rise to tangible and functionally meaningful pieces of knowledge, and shows how the structural developments have become essential to the successful delivery of competitive practical solutions to real-world problems. The book also demonstrates how the architectural developments, which arise in the setting of deep learning, support detailed learning and refinements to the system design. Featuring detailed descriptions of the current trends in the design and analysis of deep learning topologies, the book offers practical guidelines and presents competitive solutions to various areas of language modeling, graph representation, and forecasting.
More details
Series
Edition
2020 ed.
Language
English
Place of publication
Cham
Switzerland
Publishing group
Springer International Publishing
Target group
Professional and scholarly
Illustrations
95 farbige Abbildungen, 40 s/w Abbildungen
XII, 342 p. 135 illus., 95 illus. in color.
Dimensions
Height: 241 mm
Width: 160 mm
Thickness: 25 mm
Weight
699 gr
ISBN-13
978-3-030-31755-3 (9783030317553)
DOI
10.1007/978-3-030-31756-0
Schweitzer Classification
Other editions
Additional editions

Witold Pedrycz | Shyi-Ming Chen
Deep Learning: Concepts and Architectures
Book
11/2020
Springer
€171.19
Shipment within 7-9 days

Witold Pedrycz | Shyi-Ming Chen
Deep Learning: Concepts and Architectures
E-Book
10/2019
Springer
€160.49
Available for download
Content
Preface.- Chapter 1. Deep Learning Architectures.- Chapter 2. Theoretical Characterization of Deep Neural Networks.- Chapter 3. Scaling Analysis of Specialized Tensor Processing Architectures for Deep Learning Models, etc.