Neural Networks: Tricks of the Trade Second Edition /

The twenty last years have been marked by an increase in available data and computing power. In parallel to this trend, the focus of neural network research and the practice of training neural networks has undergone a number of important changes, for example, use of deep learning machines. The secon...

Full description

Bibliographic Details
Corporate Author: SpringerLink (Online service)
Other Authors: Montavon, Grégoire (Editor), Orr, Geneviève B. (Editor), Müller, Klaus-Robert (Editor)
Format: Electronic eBook
Language:English
Published: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2012.
Series:Lecture Notes in Computer Science, 7700
Subjects:
Online Access:Full Text via HEAL-Link
Description
Summary:The twenty last years have been marked by an increase in available data and computing power. In parallel to this trend, the focus of neural network research and the practice of training neural networks has undergone a number of important changes, for example, use of deep learning machines. The second edition of the book augments the first edition with more tricks, which have resulted from 14 years of theory and experimentation by some of the world's most prominent neural network researchers. These tricks can make a substantial difference (in terms of speed, ease of implementation, and accuracy) when it comes to putting algorithms to work on real problems.
Physical Description:XII, 769 p. 223 illus. online resource.
ISBN:9783642352898
ISSN:0302-9743 ;