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Ian Goodfellow Deep Learning. Ian Goodfellow - Deep Learning. Author: Ian Goodfellow. Ian Goodfellow is a Research Scientist at Google. Yoshua Bengio is Professor of Computer Science at t… Mehr…
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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… Mehr…
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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. "Writte… Mehr…
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ISBN: 9780262035613
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Ian Goodfellow, Ian Goodfellow,Yoshua Bengio,Aaron Courville:
Deep Learning by Ian Goodfellow,Yoshua Bengio,Aaron Courville - gebunden oder broschiertISBN: 9780262035613
Publisher ? : ? The MIT Press (November 18, 2016). ABOUT THE BOOK ISBN-10 ? : ? 0262035618. Product details Publisher ? … Mehr…
ISBN: 9780262035613
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… Mehr…
ISBN: 9780262035613
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. "Writte… Mehr…
ISBN: 9780262035613
Find Deep Learning by Ian Goodfellow in Hardcover and other formats in Computers > Intelligence (AI) & Semantics. Computers 9780262035613, MIT Press
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"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.
Detailangaben zum Buch - Deep Learning (Adaptive Computation and Machine Learning series)
EAN (ISBN-13): 9780262035613
ISBN (ISBN-10): 0262035618
Gebundene Ausgabe
Taschenbuch
Erscheinungsjahr: 2016
Herausgeber: The MIT Press
Buch in der Datenbank seit 2016-11-08T23:56:35+01:00 (Berlin)
Detailseite zuletzt geändert am 2024-05-13T23:06:16+02:00 (Berlin)
ISBN/EAN: 9780262035613
ISBN - alternative Schreibweisen:
0-262-03561-8, 978-0-262-03561-3
Alternative Schreibweisen und verwandte Suchbegriffe:
Autor des Buches: goodfellow ian, joshua aaron, bach bargiel, bengio goodfellow, beng, francis, elon musk
Titel des Buches: lea, 0262035618, computer internet, dee, lear, deep learning adaptive computation and machine learning series
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