Neural Networks: Tricks of the Trade

Neural Networks: Tricks of the Trade (Lecture Notes in Computer Science / Theoretical Computer Science and General Issues)

ISBN-10: 364235288X
ISBN-13: 9783642352881
Edition: 2nd ed. 2012
Release: November 6, 2012
Paperback: 790 pages
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Book Description
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.