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LIVRES NUMÉRIQUES
Deep Belief Nets in C++ and CUDA C: Volume 2 - TIMOTHY MASTERS

Deep Belief Nets in C++ and CUDA C: Volume 2

Titre de l'éditeur : Deep Belief Nets in C++ and CUDA C: Volume 2

TIMOTHY MASTERS

 
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EN SAVOIR PLUS Résumé

Discover the essential building blocks of a common and powerful form of deep belief net: the autoencoder. You’ll take this topic beyond current usage by extending it to the complex domain for signal and image processing applications. Deep Belief Nets in C++ and CUDA C: Volume 2 also covers several algorithms for preprocessing time series and image data. These algorithms focus on the creation of complex-domain predictors that are suitable for input to a complex-domain autoencoder. Finally, you’ll learn a method for embedding class information in the input layer of a restricted Boltzmann machine. This facilitates generative display of samples from individual classes rather than the entire data distribution. The ability to see the features that the model has learned for each class separately can be invaluable. 

At each step this book provides you with intuitive motivation, a summary of the most important equations relevant to the topic, and highly commented code for threaded computation on modern CPUs as well as massive parallel processing on computers with CUDA-capable video display cards. 


What You'll Learn
  • Code for deep learning, neural networks, and AI using C++ and CUDA C
  • Carry out signal preprocessing using simple transformations, Fourier transforms, Morlet wavelets, and more
  • Use the Fourier Transform for image preprocessing
  • Implement autoencoding via activation in the complex domain
  • Work with algorithms for CUDA gradient computation
  • Use the DEEP operating manual

Who This Book Is For

Those who have at least a basic knowledge of neural networks and some prior programming experience, although some C++ and CUDA C is recommended.


Détails
Prix : 51,26 $
Catégorie :
Auteur :  TIMOTHY MASTERS
Titre : Deep Belief Nets in C++ and CUDA C: Volume 2
Date de parution : mai 2018
Éditeur : LIVRES NUMÉRIQUES DIVERS
Sujet : NUL DIVERS
ISBN : 9781484236468 (1484236467)
Référence Renaud-Bray : 2555493
No de produit : 2555493
Droits numériques
Format : PDF
Disponibilité : Canada, consultez la liste des pays autorisés.
Gestion des droits numériques : Adobe DRM
Entrepôt numérique : NUMILOG
Nombre d'appareils autorisés : 3
Nombre de copier/coller : 0
Impression : 0

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Deep Belief Nets in C++ and CUDA C: Volume 2 , MASTERS , TIMOTHY
© LIVRES NUMÉRIQUES DIVERS 2018