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Deep Learning (Adaptive Computation and Machine Learning series)


“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…


Deep Learning

Pub Date : 2016-11-18 | Author : Ian Goodfellow | Publisher : MIT Press

ISBN 10 : 9780262035613
ISBN 13 : 0262035618

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...


Deep Learning

Pub Date : 2016-11-10 | Author : Ian Goodfellow | Publisher : MIT Press

ISBN 10 : 9780262337373
ISBN 13 : 0262337371

"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 SpaceXDeep lea..


Machine Learning

Pub Date : 2012-08-24 | Author : Kevin P. Murphy | Publisher : MIT Press

ISBN 10 : 9780262018029
ISBN 13 : 0262018020

A comprehensive introduction to machine learning that uses probabilistic models and inference as a unifying approach...


Foundations Of Machine Learning

Pub Date : 2012-08-17 | Author : Mehryar Mohri | Publisher : MIT Press

ISBN 10 : 9780262304733
ISBN 13 : 0262304732

This graduate-level textbook introduces fundamental concepts and methods in machine learning. It describes several important modern algorithms, provides the theoretical underpinnin..


Introduction To Machine Learning

Pub Date : 2014-08-29 | Author : Ethem Alpaydin | Publisher : MIT Press

ISBN 10 : 9780262028189
ISBN 13 : 0262028182

The goal of machine learning is to program computers to use example data or past experience to solve a given problem. Many successful applications of machine learning exist already..


Deep Learning

Pub Date : 2017-07-28 | Author : Josh Patterson | Publisher : "O'Reilly Media, Inc."

ISBN 10 : 9781491914212
ISBN 13 : 1491914211

Although interest in machine learning has reached a high point, lofty expectations often scuttle projects before they get very far. How can machine learning—especially deep neura..


Reinforcement Learning

Pub Date : 2012-12-06 | Author : Richard S. Sutton | Publisher : Springer Science & Business Media

ISBN 10 : 9781461536185
ISBN 13 : 1461536189

Reinforcement learning is the learning of a mapping from situations to actions so as to maximize a scalar reward or reinforcement signal. The learner is not told which action to ta..


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