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Linear Algebra for Data Science

Name: Linear Algebra for Data Science
Brand: WORLD SCIENTIFIC PUB CO INC
SKU: 43276622
Price: 32389 HUF
Availability: InStock
Author: HAVIV MOSHE
ISBN: 9789811276224

HAVIV MOSHE

Language

English

Book Hardback

Libristo code: 43276622

Publishers WORLD SCIENTIFIC PUB CO INC, September 2023

This book serves as an introduction to linear algebra for undergraduate students in data science, st... Full description

Libristo code: 43276622

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This book serves as an introduction to linear algebra for undergraduate students in data science, statistics, computer science, economics, and engineering. The book presents all the essentials in rigorous (proof-based) manner, describes the intuition behind the results, while discussing some applications to data science along the way.

The book comes with two parts, one on vectors, the other on matrices. The former consists of four chapters: vector algebra, linear independence and linear subspaces, orthonormal bases and the Gram-Schmidt process, linear functions. The latter comes with eight chapters: matrices and matrix operations, invertible matrices and matrix inversion, projections and regression, determinants, eigensystems and diagonalizability, symmetric matrices, singular value decomposition, and stochastic matrices. The book ends with the solution of exercises which appear throughout its twelve chapters.