Synopsis
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.
"synopsis" may belong to another edition of this title.
About the Author
Ian Goodfellow is a Research Scientist at Google.
Yoshua Bengio is Professor of Computer Science at the Université de Montréal.
Aaron Courville is Assistant Professor of Computer Science at the Université de Montréal.
"About this title" may belong to another edition of this title.
Other Popular Editions of the Same Title
Search results for Deep Learning (Adaptive Computation and Machine Learning...
Stock Image
Deep Learning (Adaptive Computation and Machine Learning series)
Seller: HPB-Red, Dallas, TX, U.S.A.
Seller rating 5 out of 5 stars
Hardcover. Condition: Good. Connecting readers with great books since 1972! Used textbooks may not include companion materials such as access codes, etc. May have some wear or writing/highlighting. We ship orders daily and Customer Service is our top priority! Seller Inventory # S_467889630
Stock Image
Penguin Random House Deep Lear
Seller: World of Books (was SecondSale), Montgomery, IL, U.S.A.
Seller rating 5 out of 5 stars
Condition: Good. Item in good condition and has highlighting/writing on text. Used texts may not contain supplemental items such as CDs, info-trac etc. Seller Inventory # 00101069934
Stock Image
Deep Learning
Seller: Better World Books: West, Reno, NV, U.S.A.
Seller rating 5 out of 5 stars
Condition: Good. Pages intact with minimal writing/highlighting. The binding may be loose and creased. Dust jackets/supplements are not included. Stock photo provided. Product includes identifying sticker. Better World Books: Buy Books. Do Good. Seller Inventory # 17414077-75
Stock Image
Deep Learning (Adaptive Computation and Machine Learning series)
Seller: Maxwell's House of Books, La Mesa, CA, U.S.A.
Seller rating 2 out of 5 stars
Hardcover. Condition: Very Good. Dust Jacket Condition: No DJ as Issued. A lovely, tight, clean hardcover in very good condition; faintly bumped upper corners. No dust jacket, as issued. We are a brick-and-mortar store and sell our own inventory. Seller Inventory # 069639
Seller Image
Deep Learning (Adaptive Computation and Machine Learning series)
Seller: Kimmies Collection, Maryville, TN, U.S.A.
Seller rating 5 out of 5 stars
hardcover. Condition: Very Good. a very nice copy! clean and tight pages. fast and secure shipping. Seller Inventory # 73751
Stock Image
Deep Learning (Adaptive Computation and Machine Learning series)
Published by
The MIT Press November 2016, 2016
ISBN 10: 0262035618
ISBN 13: 9780262035613
Used
Hardcover
Seller: Magus Books Seattle, Seattle, WA, U.S.A.
Seller rating 4 out of 5 stars
Hardcover. Condition: VG. No Jacket. used hardcover copy, lacking a dust jacket (as issued). light shelfwear, corners perhaps slightly bumped. pages and binding are clean, straight, and tight. there are no marks to the text or other serious flaws. Seller Inventory # 1521152
Stock Image
Deep Learning (Adaptive Computation and Machine Learning series)
Seller: Textbooks_Source, Columbia, MO, U.S.A.
Seller rating 5 out of 5 stars
hardcover. Condition: Good. Ships in a BOX from Central Missouri! May not include working access code. Will not include dust jacket. Has used sticker(s) and some writing or highlighting. UPS shipping for most packages, (Priority Mail for AK/HI/APO/PO Boxes). Seller Inventory # 001980396U
Stock Image
Deep Learning (Adaptive Computation and Machine Learning series)
Seller: Bellwetherbooks, McKeesport, PA, U.S.A.
Seller rating 4 out of 5 stars
hardcover. Condition: Fine. LIKE NEW!!! Has a red or black remainder mark on bottom/exterior edge of pages. Seller Inventory # 399430
Stock Image
Deep Learning (Adaptive Computation and Machine Learning series)
Seller: CollegePoint, Inc, Jamestown, TN, U.S.A.
Seller rating 5 out of 5 stars
Hardcover. Condition: Good. We only honor returns for quality issues and won't accept reasons such as 'change my mind', 'find a better price', or 'school book requirement change', etc. Seller Inventory # 10537
Seller Image
Deep Learning
Published by
The MIT Press, Cambridge, MA, 2016
ISBN 10: 0262035618
ISBN 13: 9780262035613
Used
Hardcover
Seller: Twice Sold Tales, Capitol Hill, Seattle, WA, U.S.A.
Seller rating 5 out of 5 stars
Hardcover, 775 pages. Condition: Good +. Tenth Printing. Tenth Printing. Minor handing to boards. Bumped corners and to top and bottom of outer spine. Small tear on front board bottom right corner. Light age wear to text block. Text seems free of writing and highlighting. Seller Inventory # 7765