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Deep learning /
Record Type:
Language materials, printed : Monograph/item
Title/Author:
Deep learning // Ian Goodfellow, Yoshua Bengio and Aaron Courville.
Author:
Goodfellow, Ian.
other author:
Bengio, Yoshua.
Published:
Cambridge, Mass. :MIT Press, : c2016.,
Description:
xxii, 775 p. :ill. (some col.) ; : 24 cm.;
Subject:
Machine learning. -
ISBN:
9780262035613 (hard) :
Deep learning /
Goodfellow, Ian.
Deep learning /
Ian Goodfellow, Yoshua Bengio and Aaron Courville. - Cambridge, Mass. :MIT Press,c2016. - xxii, 775 p. :ill. (some col.) ;24 cm. - Adaptive computation and machine learning. - Adaptive computation and machine learning..
Includes bibliographical references (p. [711]-766) and index.
Applied math and machine learning basics. Linear algebra -- Probability and information theory -- Numerical computation -- Machine learning basics -- Deep networks: modern practices. Deep feedforward networks -- Regularization for deep learning -- Optimization for training deep models -- Convolutional networks -- Sequence modeling: recurrent and recursive nets -- Practical methodology -- Applications -- Deep learning research. Linear factor models -- Autoencoders -- Representation learning -- Structured probabilistic models for deep learning -- Monte Carlo methods -- Confronting the partition function -- Approximate inference -- Deep generative models.
ISBN: 9780262035613 (hard) :NT2416
LCCN: 2016022992Subjects--Topical Terms:
248498
Machine learning.
LC Class. No.: Q325.5 / .G66 2016
Dewey Class. No.: 006.3/1
Deep learning /
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前棟3F一般圖書區(圖書館) 3F General Monographic Collections (Front Building)
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00380253
前棟3F一般圖書區(圖書館) 3F General Monographic Collections (Front Building)
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一般圖書 (Book)
312.9831 G651 2016
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