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Deep learning /
紀錄類型:
書目-語言資料,印刷品 : Monograph/item
正題名/作者:
Deep learning // Ian Goodfellow, Yoshua Bengio and Aaron Courville.
作者:
Goodfellow, Ian.
其他作者:
Courville, Aaron.
出版者:
Cambridge, Mass. :MIT Press, : c2016.,
面頁冊數:
xxii, 775 p. :ill. (some col.) ; : 24 cm.;
標題:
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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