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Inference and Learning from Data: Volume 1: Foundations 1 by Ali H. Sayed is a nonfiction available to read on EtoBox.

What is Inference and Learning from Data: Volume 1: Foundations 1 about?

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.

Who reads Inference and Learning from Data: Volume 1: Foundations 1?

Author

Ali H. Sayed

Publisher

Cambridge University Press

Published

2023

Language

EN

ISBN

9781009218283

Category

nonfiction

Subjects

Philosophy, Computer Science, Humanities