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_2bnb
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_2Uk
020 _a9781492041948
_q(paperback)
020 _a1492041947
_q(paperback)
035 _a(OCoLC)on1083570909
040 _aYDX
_beng
_cYDX
_erda
_dBDX
_dUKMGB
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050 0 0 _aQ325.5
_b.F67 2019
082 0 4 _a006.3/1
_223
100 1 _aFoster, David
_c(Business consultant),
_eauthor.
245 1 0 _aGenerative deep learning :
_bteaching machines to paint, write, compose, and play /
_cDavid Foster.
250 _aFirst edition.
264 1 _aSebastopol, CA :
_bO'Reilly Media, Inc.,
_c2023.
264 4 _c©2019
300 _axv, 308 pages :
_billustrations (chiefly color) ;
_c24 cm
336 _atext
_btxt
_2rdacontent
337 _aunmediated
_bn
_2rdamedia
338 _avolume
_bnc
_2rdacarrier
504 _aIncludes bibliographical references and index.
505 0 _aPart 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.
520 _a"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.
650 0 _aMachine learning.
650 0 _aArtificial intelligence.
650 0 _aNeural networks (Computer science)
650 0 _aGenerative programming (Computer science)
650 7 _aArtificial intelligence.
_2fast
_0(OCoLC)fst00817247
650 7 _aGenerative programming (Computer science)
_2fast
_0(OCoLC)fst00939967
650 7 _aMachine learning.
_2fast
_0(OCoLC)fst01004795
650 7 _aNeural networks (Computer science)
_2fast
_0(OCoLC)fst01036260
906 _a7
_bcbc
_ccopycat
_d2
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