Published by The MIT Press (edition ), 2023
ISBN 10: 0262048647 ISBN 13: 9780262048644
Language: English
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Hardcover. Condition: new. Hardcover. An authoritative, accessible, and up-to-date treatment of deep learning that strikes a pragmatic middle ground between theory and practice.An authoritative, accessible, and up-to-date treatment of deep learning that strikes a pragmatic middle ground between theory and practice.Deep learning is a fast-moving field with sweeping relevance in today's increasingly digital world. Understanding Deep Learning provides an authoritative, accessible, and up-to-date treatment of the subject, covering all the key topics along with recent advances and cutting-edge concepts. Many deep learning texts are crowded with technical details that obscure fundamentals, but Simon Prince ruthlessly curates only the most important ideas to provide a high density of critical information in an intuitive and digestible form. From machine learning basics to advanced models, each concept is presented in lay terms and then detailed precisely in mathematical form and illustrated visually. The result is a lucid, self-contained textbook suitable for anyone with a basic background in applied mathematics.Up-to-date treatment of deep learning covers cutting-edge topics not found in existing texts, such as transformers and diffusion modelsShort, focused chapters progress in complexity, easing students into difficult conceptsPragmatic approach straddling theory and practice gives readers the level of detail required to implement naive versions of modelsStreamlined presentation separates critical ideas from background context and extraneous detailMinimal mathematical prerequisites, extensive illustrations, and practice problems make challenging material widely accessibleProgramming exercises offered in accompanying Python Notebooks "This book covers modern deep learning and tackles supervised learning, model architecture, unsupervised learning, and deep reinforcement learning"-- Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability.
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Published by The MIT Press Nov 2023, 2023
ISBN 10: 0262048647 ISBN 13: 9780262048644
Language: English
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Add to basketBuch. Condition: Neu. Neuware -'This book covers modern deep learning and tackles supervised learning, model architecture, unsupervised learning, and deep reinforcement learning'--.
Published by The MIT Press Nov 2023, 2023
ISBN 10: 0262048647 ISBN 13: 9780262048644
Language: English
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Add to basketBuch. Condition: Neu. Neuware -'This book covers modern deep learning and tackles supervised learning, model architecture, unsupervised learning, and deep reinforcement learning'-- 527 pp. Englisch.
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Add to basketCondition: New. Simon J. D. Prince is Honorary Professor of Computer Science at the University of Bath and author of Computer Vision: Models, Learning and Inference. A research scientist specializing in artificial intelligence and deep learning, he has led teams of .
Published by The MIT Press Nov 2023, 2023
ISBN 10: 0262048647 ISBN 13: 9780262048644
Language: English
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