An edition of Mathematics for Machine Learning (2019)

Mathematics for Machine Learning

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Last edited by ImportBot
December 20, 2023 | History
An edition of Mathematics for Machine Learning (2019)

Mathematics for Machine Learning

  • 16 Want to read
  • 2 Currently reading
  • 1 Have read

The fundamental mathematical tools needed to understand machine learning include linear algebra, analytic geometry, matrix decompositions, vector calculus, optimization, probability, and statistics. These topics are traditionally taught in disparate courses, making it hard for data science or computer science students, or professionals, to efficiently learn the mathematics.

This self-contained textbook bridges the gap between mathematical and machine learning texts, introducing the mathematical concepts with a minimum of prerequisites. It uses these concepts to derive four central machine learning methods: linear regression, principal component analysis, Gaussian mixture models, and support vector machines. For students and others with a mathematical background, these derivations provide a starting point to machine learning texts. For those learning the mathematics for the first time, the methods help build intuition and practical experience with applying mathematical concepts.

Every chapter includes worked examples and exercises to test understanding. Programming tutorials are offered on the book's web site.

Publish Date
Language
English
Pages
398

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Edition Availability
Cover of: Mathematics for Machine Learning
Mathematics for Machine Learning
2020, Cambridge University Press
in English
Cover of: Mathematics for Machine Learning
Mathematics for Machine Learning
2020, Cambridge University Press
in English
Cover of: Mathematics for Machine Learning
Mathematics for Machine Learning
2020, Cambridge University Press
Paperback in English
Cover of: Mathematics for Machine Learning
Mathematics for Machine Learning
2019, Cambridge University Press
in English

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Book Details


Classifications

Library of Congress

ID Numbers

Open Library
OL28731909M
ISBN 13
9781108470049

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Download catalog record: RDF / JSON
December 20, 2023 Edited by ImportBot import existing book
July 16, 2020 Edited by ImportBot import existing book
July 16, 2020 Edited by hayesall Adding Cheng Soon Ong back to the authors
July 16, 2020 Edited by hayesall Fixed authors, table of contents, added tags, added description of the book
July 15, 2020 Created by hayesall Added new book.