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How deep learning—from Google Translate to driverless cars to personal cognitive assistants—is changing our lives and transforming every sector of the economy.
The deep learning revolution has brought us driverless cars, the greatly improved Google Translate, fluent conversations with Siri and Alexa, and enormous profits from automated trading on the New York Stock Exchange. Deep learning networks can play poker better than professional poker players and defeat a world champion at Go. In this book, Terry Sejnowski explains how deep learning went from being an arcane academic field to a disruptive technology in the information economy.
Sejnowski played an important role in the founding of deep learning, as one of a small group of researchers in the 1980s who challenged the prevailing logic-and-symbol based version of AI. The new version of AI Sejnowski and others developed, which became deep learning, is fueled instead by data. Deep networks learn from data in the same way that babies experience the world, starting with fresh eyes and gradually acquiring the skills needed to navigate novel environments. Learning algorithms extract information from raw data; information can be used to create knowledge; knowledge underlies understanding; understanding leads to wisdom. Someday a driverless car will know the road better than you do and drive with more skill; a deep learning network will diagnose your illness; a personal cognitive assistant will augment your puny human brain. It took nature many millions of years to evolve human intelligence; AI is on a trajectory measured in decades. Sejnowski prepares us for a deep learning future.
Publisher : The MIT Press
Publication date : October 23, 2018
Edition : Illustrated
Language : English
Print length : 352 pages
ISBN-10 : 026203803X
ISBN-13 : 978-0262038034
Item Weight : 1.81 pounds
Reading age : 18 years and up
Dimensions : 9.2 x 6.3 x 0.9 inches
Grade level : 12 and up
Best Sellers Rank: #1,106,595 in Books (See Top 100 in Books) #310 in Natural Language Processing (Books) #437 in Human-Computer Interaction (Books) #462 in Artificial Intelligence & Semantics
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