| INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9780262035613 |
| DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Call number |
006.31 GO DE |
| MAIN ENTRY--PERSONAL NAME |
|---|
| Authors |
Goodfellow, Ian |
| TITLE STATEMENT |
|---|
| Title |
Deep learning |
| Statement of responsibility, etc |
Ian Goodfellow, Yoshua Bengio, and Aaron Courville |
| PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
|---|
| Place of publication |
Cambridge, Massachusetts : |
| Publisher |
The MIT Press, |
| Date |
c2016. |
| PHYSICAL DESCRIPTION |
|---|
| Extent |
xxii, 775 p. : |
| Other Details |
ill. ; |
| Size |
24 cm. |
| SERIES STATEMENT |
|---|
| Series statement |
Adaptive computation and machine learning, 2017 : |
| Volume number |
1 |
| CONTENTS |
|---|
| Contents |
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. |
| SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical Heading |
Machine learning |
| ADDED ENTRY |
|---|
| Name |
Bengio, Yoshua |
| ADDED ENTRY |
|---|
| Name |
Courville, Aaron |
| SERIES UNIFORM TITLE |
|---|
| Series Uniform Title |
Adaptive computation and machine learning |
| ELECTRONIC LOCATION AND ACCESS |
|---|
| Uniform Resource Identifier |
https://uowd.box.com/s/5tfcyofz1iagzl63whqgic1sfxmdzuij |
| Public note |
Location Map |
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6792 |
| SUBJECT ADDED ENTRY--TOPICAL TERM |
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5121 |
| ADDED ENTRY |
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6793 |
| ADDED ENTRY |
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6794 |
| SERIES UNIFORM TITLE |
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6795 |