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£44.99

Cambridge University Press Linear Algebra for Data Science, Machine Learning, and Signal Processing

Name: Linear Algebra for Data Science, Machine Learning, and Signal Processing
Brand: Cambridge University Press
Price: 44.99 GBP
Availability: InStock

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Description

Maximise student engagement and understanding of matrix methods in data-driven applications with this modern teaching package. Students are introduced to matrices in two preliminary chapters, before progressing to advanced topics such as the nuclear norm, proximal operators and convex optimization. Highlighted applications include low-rank approximation, matrix completion, subspace learning, logistic regression for binary classification, robust PCA, dimensionality reduction and Procrustes problems. Extensively classroom-tested, the book includes over 200 multiple-choice questions suitable for in-class interactive learning or quizzes, as well as homework exercises (with solutions available for instructors). It encourages active learning with engaging 'explore' questions, with answers at the back of each chapter, and Julia code examples to demonstrate how the mathematics is actually used in practice. A suite of computational notebooks offers a hands-on learning experience for students. This is a perfect textbook for upper-level undergraduates and first-year graduate students who have taken a prior course in linear algebra basics.

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Product Specifications

Brand: Cambridge University Press
Format: hardcover
ASIN: 1009418149
Category: Books > Subjects > Science, Nature & Maths > Engineering & Technology > Electronics & Communications Engineering > Telecommunications
Domain: Amazon UK
Release Date: 16 May 2024
Listed Since: 07 November 2023

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Cambridge University Press Linear Algebra for Data Science, Machine Learning, and Signal Processing

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