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Generative deep learning : = teachin...
~
Foster, David ((Data scientist).)
Generative deep learning : = teaching machines to paint, write, compose, and play /
Record Type:
Language materials, printed : Monograph/item
Title/Author:
Generative deep learning :/ David Foster.
Reminder of title:
teaching machines to paint, write, compose, and play /
Author:
Foster, David
Published:
Sebastopol, CA :O'Reilly Media, Inc., : 2019.,
Description:
xv, 308 p. :ill. (chiefly col.) ; : 24 cm.;
Subject:
Machine learning. -
ISBN:
9781492041948 (Pbk) :
Generative deep learning : = teaching machines to paint, write, compose, and play /
Foster, David(Data scientist).
Generative deep learning :
teaching machines to paint, write, compose, and play /David Foster. - 1st ed. - Sebastopol, CA :O'Reilly Media, Inc.,2019. - xv, 308 p. :ill. (chiefly col.) ;24 cm.
Includes bibliographical references and index.
Part 1. Introduction to generative deep learning. Generative modeling -- Deep learning -- Variational autoencoders -- Generative adversarial networks -- Part 2. Teaching machines to paint, write, compose, and play. Paint -- Write -- Compose -- Play -- The future of generative modeling -- Conclusion.
"Generative modeling is one of the hottest topics in AI. It's now possible to teach a machine to excel at human endeavors such as painting, writing, and composing music. With this practical book, machine-learning engineers and data scientists will discover how to re-create some of the most impressive examples of generative deep learning models, such as variational autoencoders, generative adversarial networks (GANs), encoder-decoder models, and world models. Author David Foster demonstrates the inner workings of each technique, starting with the basics of deep learning before advancing to some of the most cutting-edge algorithms in the field. Through tips and tricks, you'll understand how to make your models learn more efficiently and become more creative."--Amazon.com.
ISBN: 9781492041948 (Pbk) :NT1951
LCCN: 2020301449
Nat. Bib. No.: GBB9B6664bnbSubjects--Topical Terms:
561253
Machine learning.
LC Class. No.: Q325.5 / .F67 2019
Dewey Class. No.: 006.3/1
Generative deep learning : = teaching machines to paint, write, compose, and play /
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teaching machines to paint, write, compose, and play /
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Includes bibliographical references and index.
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Part 1. Introduction to generative deep learning. Generative modeling -- Deep learning -- Variational autoencoders -- Generative adversarial networks -- Part 2. Teaching machines to paint, write, compose, and play. Paint -- Write -- Compose -- Play -- The future of generative modeling -- Conclusion.
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"Generative modeling is one of the hottest topics in AI. It's now possible to teach a machine to excel at human endeavors such as painting, writing, and composing music. With this practical book, machine-learning engineers and data scientists will discover how to re-create some of the most impressive examples of generative deep learning models, such as variational autoencoders, generative adversarial networks (GANs), encoder-decoder models, and world models. Author David Foster demonstrates the inner workings of each technique, starting with the basics of deep learning before advancing to some of the most cutting-edge algorithms in the field. Through tips and tricks, you'll understand how to make your models learn more efficiently and become more creative."--Amazon.com.
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1346289
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