Deep learning

by Kelleher, John D., 1974-

Format: Print Book 2019
Availability: Available at 1 Library 1 of 1 copy
Available (1)
Location Collection Call #
CLP - Main Library Second Floor - Non-fiction Q325.5.K454 2019
Location  CLP - Main Library
 
Collection  Second Floor - Non-fiction
 
Call Number  Q325.5.K454 2019
 
 
Summary
An accessible introduction to the artificial intelligence technology that enables computer vision, speech recognition, machine translation, and driverless cars. Deep learning is an artificial intelligence technology that enables computer vision, speech recognition in mobile phones, machine translation, AI games, driverless cars, and other applications. When we use consumer products from Google, Microsoft, Facebook, Apple, or Baidu, we are often interacting with a deep learning system. In this volume in the MIT Press Essential Knowledge series, computer scientist John Kelleher offers an accessible and concise but comprehensive introduction to the fundamental technology at the heart of the artificial intelligence revolution.Kelleher explains that deep learning enables data-driven decisions by identifying and extracting patterns from large datasets; its ability to learn from complex data makes deep learning ideally suited to take advantage of the rapid growth in big data and computational power. Kelleher also explains some of the basic concepts in deep learning, presents a history of advances in the field, and discusses the current state of the art. He describes the most important deep learning architectures, including autoencoders, recurrent neural networks, and long short-term networks, as well as such recent developments as Generative Adversarial Networks and capsule networks. He also provides a comprehensive (and comprehensible) introduction to the two fundamental algorithms in deep learning- gradient descent and backpropagation. Finally, Kelleher considers the future of deep learning-major trends, possible developments, and significant challenges.
Additional Information
Series MIT Press essential knowledge series.
Subjects Machine learning.
Artificial intelligence.
Publisher Cambridge, Massachusetts :2019
Language English
Description x, 280 pages : illustrations ; 18 cm.
Bibliography Notes Includes bibliographical references and index.
ISBN 9780262537551
0262537559
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