Yoshua Bengio's Books

Deep Learning

By: Ian Goodfellow,Yoshua Bengio,Aaron Courville

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Deep Learning

By: Ian Goodfellow,Yoshua Bengio,Aaron Courville

An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives. “Written by three experts in the field, Deep Learning is the only comprehensive book on the subject.” —Elon Musk, cochair of OpenAI; cofounder and CEO of Tesla and SpaceX Deep learning is a form of machine learning that enables computers to learn from experience and understand the world in terms of a hierarchy of concepts. Because the computer gathers knowledge from experience, there is no need for a human computer operator to formally specify all the knowledge that the computer needs. The hierarchy of concepts allows the computer to learn complicated concepts by building them out of simpler ones; a graph of these hierarchies would be many layers deep. This book introduces a broad range of topics in deep learning. The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning. It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames. Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models. Deep Learning can be used by undergraduate or graduate students planning careers in either industry or research, and by software engineers who want to begin using deep learning in their products or platforms. A website offers supplementary material for both readers and instructors.

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Page Count

801

Publisher

MIT Press

Published Date

ISBN 10

0262035618

ISBN 13

9780262035613

Learning Deep Architectures for AI

By: Yoshua Bengio

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Learning Deep Architectures for AI

By: Yoshua Bengio

Theoretical results suggest that in order to learn the kind of complicated functions that can represent high-level abstractions (e.g. in vision, language, and other AI-level tasks), one may need deep architectures. Deep architectures are composed of multiple levels of non-linear operations, such as in neural nets with many hidden layers or in complicated propositional formulae re-using many sub-formulae. Searching the parameter space of deep architectures is a difficult task, but learning algorithms such as those for Deep Belief Networks have recently been proposed to tackle this problem with notable success, beating the state-of-the-art in certain areas. This paper discusses the motivations and principles regarding learning algorithms for deep architectures, in particular those exploiting as building blocks unsupervised learning of single-layer models such as Restricted Boltzmann Machines, used to construct deeper models such as Deep Belief Networks.

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Page Count

145

Publisher

Now Publishers Inc

Published Date

ISBN 10

1601982941

ISBN 13

9781601982940

Deep Learning

By: Ian Goodfellow,Yoshua Bengio,Aaron Courville

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Deep Learning

By: Ian Goodfellow,Yoshua Bengio,Aaron Courville

Average ratings

N/A

Write a review

Solve jigsaw puzzle

Age

Page Count

801

Publisher

MIT Press

Published Date

ISBN 10

0262035618

ISBN 13

9780262035613

Learning Deep Architectures for AI

By: Yoshua Bengio

Write a review Read reviews Take a Quiz Solve Book Puzzle

Learning Deep Architectures for AI

By: Yoshua Bengio

Average ratings

N/A

Write a review

Solve jigsaw puzzle

Age

Page Count

145

Publisher

Now Publishers Inc

Published Date

ISBN 10

1601982941

ISBN 13

9781601982940

Book's by Yoshua Bengio

Deep Learning

Deep Learning

Learning Deep Architectures for AI

Learning Deep Architectures for AI

Deep Learning

Deep Learning

Learning Deep Architectures for AI

Learning Deep Architectures for AI

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