Coverart for item
The Resource Deep learning, Ian Goodfellow, Yoshua Bengio and Aaron Courville

Deep learning, Ian Goodfellow, Yoshua Bengio and Aaron Courville

Label
Deep learning
Title
Deep learning
Statement of responsibility
Ian Goodfellow, Yoshua Bengio and Aaron Courville
Creator
Contributor
Author
Subject
Language
eng
Member of
Cataloging source
DLC
http://library.link/vocab/creatorName
Goodfellow, Ian
Illustrations
illustrations
Index
index present
Literary form
non fiction
Nature of contents
bibliography
http://library.link/vocab/relatedWorkOrContributorName
  • Bengio, Yoshua
  • Courville, Aaron
Series statement
Adaptive computation and machine learning
http://library.link/vocab/subjectName
Machine learning
Label
Deep learning, Ian Goodfellow, Yoshua Bengio and Aaron Courville
Instantiates
Publication
Bibliography note
Includes bibliographical references (pages [711]-766) and index
Carrier category
volume
Carrier category code
nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Introduction -- 1. Applied math and machine learning basics -- Linear algebra -- Probability and information theory -- Numerical computation -- Machine learning basics -- 2. 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 -- 3. 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
Control code
ocn955778308
Dimensions
24 cm
Extent
xxii, 775 pages
Isbn
9780262035613
Isbn Type
(hardcover : alk. paper)
Lccn
2016022992
Media category
unmediated
Media MARC source
rdamedia
Media type code
n
Other physical details
illustrations
System control number
(OCoLC)955778308
Label
Deep learning, Ian Goodfellow, Yoshua Bengio and Aaron Courville
Publication
Bibliography note
Includes bibliographical references (pages [711]-766) and index
Carrier category
volume
Carrier category code
nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Introduction -- 1. Applied math and machine learning basics -- Linear algebra -- Probability and information theory -- Numerical computation -- Machine learning basics -- 2. 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 -- 3. 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
Control code
ocn955778308
Dimensions
24 cm
Extent
xxii, 775 pages
Isbn
9780262035613
Isbn Type
(hardcover : alk. paper)
Lccn
2016022992
Media category
unmediated
Media MARC source
rdamedia
Media type code
n
Other physical details
illustrations
System control number
(OCoLC)955778308

Library Locations

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      -36.733330 174.700641
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