Deep Learning (book)

E4032

computer science book machine learning book non-fiction book textbook

Deep Learning (book) is a foundational textbook that systematically introduces the theory and practice of modern deep neural networks, co-authored by leading researchers including Yoshua Bengio.

Observed surface forms (4)

Surface form	Occurrences
Deep Learning	2
Deep Learning (Goodfellow, Bengio, Courville)	1
Deep Learning (MIT Press, 2016)	1
Part II: Modern Practical Deep Networks	1

Statements (49)

Predicate	Object
instanceOf	computer science book ⓘ machine learning book ⓘ non-fiction book ⓘ textbook ⓘ
author	Aaron Courville ⓘ Ian Goodfellow ⓘ Yoshua Bengio ⓘ
countryOfPublication	United States of America ⓘ surface form: United States
coversAlgorithm	backpropagation ⓘ stochastic gradient descent ⓘ
coversConcept	generalization in machine learning ⓘ overfitting ⓘ underfitting ⓘ
field	artificial intelligence ⓘ deep learning ⓘ machine learning ⓘ
hasPart	Part I: Applied Math and Machine Learning Basics ⓘ Deep Learning (book) self-linksurface differs ⓘ surface form: Part II: Modern Practical Deep Networks Part III: Deep Learning Research ⓘ
isbn10	0262035618 ⓘ
isbn13	9780262035613 ⓘ
language	English ⓘ
mediaType	ebook ⓘ print ⓘ
notableFor	being a widely used deep learning textbook ⓘ systematic introduction to modern deep neural networks ⓘ
pageCount	775 ⓘ
publicationYear	2016 ⓘ
publisher	MIT Press ⓘ
subject	applications of deep learning ⓘ convolutional networks ⓘ deep feedforward networks ⓘ deep generative models ⓘ linear algebra ⓘ neural networks ⓘ numerical computation ⓘ optimization ⓘ optimization for training deep models ⓘ practical methodology ⓘ probability and information theory ⓘ regularization ⓘ representation learning ⓘ sequence modeling ⓘ
targetAudience	graduate students ⓘ practitioners ⓘ researchers ⓘ
title	Deep Learning (book) self-linksurface differs ⓘ surface form: Deep Learning
usesNotation	mathematical notation ⓘ
website	http://www.deeplearningbook.org ⓘ

Referenced by (8)

Full triples — surface form annotated when it differs from this entity's canonical label.

Aaron Courville → coAuthorOf → Deep Learning (book) ⓘ

this entity surface form: Deep Learning (MIT Press, 2016)

Ian Goodfellow → coAuthorOf → Deep Learning (book) ⓘ

this entity surface form: Deep Learning

Yoshua Bengio → coAuthorOf → Deep Learning (book) ⓘ

Deep Learning (book) → hasPart → Deep Learning (book) self-linksurface differs ⓘ

this entity surface form: Part II: Modern Practical Deep Networks

Yoshua → hasWritten → Deep Learning (book) ⓘ

subject surface form: Yoshua Bengio

Aaron Courville → notableWork → Deep Learning (book) ⓘ

this entity surface form: Deep Learning (Goodfellow, Bengio, Courville)

Yoshua Bengio → notableWork → Deep Learning (book) ⓘ

Deep Learning (book) → title → Deep Learning (book) self-linksurface differs ⓘ

this entity surface form: Deep Learning