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Inference and Learning from Data: Volume 1: Foundations - Hardcover

 
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  • PublisherCambridge University Press
  • Publication date2023
  • ISBN 10 1009218123
  • ISBN 13 9781009218122
  • BindingHardcover
  • LanguageEnglish
  • Number of pages1010

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Sayed, Ali H. (ecole Polytechnique Federale De Lausanne)
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Sayed, Ali H. (ecole Polytechnique Federale De Lausanne)
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Hardcover. Condition: new. Hardcover. This extraordinary three-volume work, written in an engaging and rigorous style by a world authority in the field, provides an accessible, comprehensive introduction to the full spectrum of mathematical and statistical techniques underpinning contemporary methods in data-driven learning and inference. This first volume, Foundations, introduces core topics in inference and learning, such as matrix theory, linear algebra, random variables, convex optimization and stochastic optimization, and prepares students for studying their practical application in later volumes. A consistent structure and pedagogy is employed throughout this volume to reinforce student understanding, with over 600 end-of-chapter problems (including solutions for instructors), 100 figures, 180 solved examples, datasets and downloadable Matlab code. Supported by sister volumes Inference and Learning, and unique in its scale and depth, this textbook sequence is ideal for early-career researchers and graduate students across many courses in signal processing, machine learning, statistical analysis, data science and inference. Written in an engaging and rigorous style by a world authority in the field, this is an accessible and comprehensive introduction to core topics in inference and learning. With downloadable Matlab code and solutions for instructors, this is the ideal introduction for students of data science, machine learning, and engineering. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Seller Inventory # 9781009218122

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