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The Resource Deep learning, John D. Kelleher

Deep learning, John D. Kelleher

Label
Deep learning
Title
Deep learning
Statement of responsibility
John D. Kelleher
Creator
Author
Subject
Language
eng
Summary
"Artificial Intelligence is a disruptive technology across business and society. There are three long-term trends driving this AI revolution: the emergence of Big Data, the creation of cheaper and more powerful computers, and development of better algorithms for processing an learning from data. Deep learning is the subfield of Artificial Intelligence that focuses on creating large neural network models that are capable of making accurate data driven decisions. Modern neural networks are the most powerful computational models we have for analyzing massive and complex datasets, and consequently deep learning is ideally suited to take advantage of the rapid growth in Big Data and computational power. In the last ten years, deep learning has become the fundamental technology in computer vision systems, speech recognition on mobile phones, information retrieval systems, machine translation, game AI, and self-driving cars. It is set to have a massive impact in healthcare, finance, and smart cities over the next years. This book is designed to give an accessible and concise, but also comprehensive, introduction to the field of Deep Learning. The book explains what deep learning is, how the field has developed, what deep learning can do, and also discusses how the field is likely to develop in the next 10 years. Along the way, the most important neural network architectures are described, including autoencoders, recurrent neural networks, long short-term memory networks, convolutional networks, and more recent developments such as Generative Adversarial Networks, transformer networks, and capsule networks. The book also covers the two more important algorithms for training a neural network, the gradient descent algorithm and Backpropagation"--
Assigning source
Provided by publisher
Cataloging source
DLC
http://library.link/vocab/creatorDate
1974-
http://library.link/vocab/creatorName
Kelleher, John D.
Dewey number
006.3/1
Illustrations
illustrations
Index
index present
LC call number
Q325.5
LC item number
.K454 2019
Literary form
non fiction
Nature of contents
bibliography
Series statement
The MIT press essential knowledge series
http://library.link/vocab/subjectName
  • Machine learning
  • Artificial intelligence
Label
Deep learning, John D. Kelleher
Instantiates
Publication
Bibliography note
Includes bibliographical references and index
Carrier category
volume
Carrier category code
  • nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Introduction to deep learning -- Conceptual foundations -- Neural networks: the building blocks of deep learning -- A brief history of deep learning -- Convolutional and recurrent networks -- Learning functions -- The future of deep learning
Dimensions
18 cm.
Extent
x, 280 pages
Isbn
9780262537551
Lccn
2018059550
Media category
unmediated
Media MARC source
rdamedia
Media type code
  • n
Other control number
40029360834
System control number
  • on1081370294
  • (OCoLC)1081370294
Label
Deep learning, John D. Kelleher
Publication
Bibliography note
Includes bibliographical references and index
Carrier category
volume
Carrier category code
  • nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Introduction to deep learning -- Conceptual foundations -- Neural networks: the building blocks of deep learning -- A brief history of deep learning -- Convolutional and recurrent networks -- Learning functions -- The future of deep learning
Dimensions
18 cm.
Extent
x, 280 pages
Isbn
9780262537551
Lccn
2018059550
Media category
unmediated
Media MARC source
rdamedia
Media type code
  • n
Other control number
40029360834
System control number
  • on1081370294
  • (OCoLC)1081370294

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