Description: Further DetailsTitle: Deep Belief Nets in C++ and CUDA C: Volume 3Condition: NewSubtitle: Convolutional NetsEAN: 9781484237205ISBN: 9781484237205Edition: 1st ed.Publisher: APressFormat: PaperbackRelease Date: 07/05/2018Description: Discover the essential building blocks of a common and powerful form of deep belief network: convolutional nets. This book shows you how the structure of these elegant models is much closer to that of human brains than traditional neural networks; they have a ‘thought process’ that is capable of learning abstract concepts built from simpler primitives. These models are especially useful for image processing applications. At each step Deep Belief Nets in C++ and CUDA C: Volume 3 presents intuitive motivation, a summary of the most important equations relevant to the topic, and concludes with highly commented code for threaded computation on modern CPUs as well as massive parallel processing on computers with CUDA-capable video display cards. Source code for all routines presented in the book, and the executable CONVNET program which implements these algorithms, are available for free download.What You Will LearnDiscover convolutional nets and how to use themBuild deep feedforward nets using locally connected layers, pooling layers, and softmax outputsMaster the various programming algorithms requiredCarry out multi-threaded gradient computations and memory allocations for this threadingWork with CUDA code implementations of all core computations, including layer activations and gradient calculationsMake use of the CONVNET program and manual to explore convolutional nets and case studiesWho This Book Is ForThose who have at least a basic knowledge of neural networks and some prior programming experience, although some C++ and CUDA C is recommended.Language: EnglishCountry/Region of Manufacture: USItem Height: 254mmItem Length: 178mmAuthor: Timothy MastersGenre: Computing & InternetRelease Year: 2018 Missing Information?Please contact us if any details are missing and where possible we will add the information to our listing.
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Book Title: Deep Belief Nets in C++ and CUDA C: Volume 3
Title: Deep Belief Nets in C++ and CUDA C: Volume 3
Subtitle: Convolutional Nets
EAN: 9781484237205
ISBN: 9781484237205
Edition: 1st ed.
Release Date: 07/05/2018
Release Year: 2018
Country/Region of Manufacture: US
Item Height: 254mm
Genre: Computing & Internet
Number of Pages: Xii, 176 Pages
Language: English
Publication Name: Deep Belief Nets in C++ and CUDA C: Volume 3 : Convolutional Nets
Publisher: Apress L. P.
Subject: Programming Languages / C++, Intelligence (Ai) & Semantics, Neural Networks, Databases / General, Compilers
Publication Year: 2018
Type: Textbook
Item Weight: 16 Oz
Subject Area: Computers
Author: Timothy Masters
Item Length: 10 in
Item Width: 7 in
Format: Trade Paperback
