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The Deep Learning Revolution (Hardcover)
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The Deep Learning Revolution (Hardcover)
Series: The MIT Press
Expected to ship within 9 - 15 working days
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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.
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