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Deep learning

Deep learning
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Barcode Shelf Location Collection Volume Ref. Branch Status Due Date Res.
10035746 QA76.76.G66 2017
 Computer Science   GUtech Library . . Available .  
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Catalogue Information
Field name Details
ISBN 9780262035613
Language Eng
Shelf Location QA76.76.G66 2017
Author Goodfellow, Ian
Title Deep learning
Publisher Cambridge, Massachusetts : The MIT Press. , 2017
Description xxii, 775 p. : ill. (some col.) ; 24 cm.
Specific Type of Material Book
Series Adaptive computation and machine learning
Contents I. Applied math and machine learning basics. Linear algebra Probability and information theory Numerical computation Machine learning basics II. 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 III. 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
Subject Machine learning
Other name(s) Bengio, Yoshua
Courville, Aaron
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