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[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 || How to Train Neural Networks

✍ Scribed by Montavon, Grégoire; Orr, Geneviève B.; Müller, Klaus-Robert


Book ID
120561825
Publisher
Springer Berlin Heidelberg
Year
2012
Tongue
German
Weight
898 KB
Edition
2
Category
Article
ISBN
3642352898

No coin nor oath required. For personal study only.

✦ Synopsis


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.


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