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Mathematics for Machine Learning - 9781108455145

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Item specifics

Condition
New: A new, unread, unused book in perfect condition with no missing or damaged pages. See the ...
Book Title
Mathematics for Machine Learning
ISBN
9781108455145
Publication Year
2020
Type
Textbook
Format
Paperback
Language
English
Publication Name
Mathematics for Machine Learning
Item Height
252 mm
Author
Cheng Soon Ong, Marc Peter Deisenroth, A. Aldo Faisal
Publisher
Cambridge University Press
Subject
Engineering & Technology, Computer Science, Mathematics
Item Weight
800 g
Item Width
177 mm
Number of Pages
398 Pages

About this product

Product Information

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.

Product Identifiers

Publisher
Cambridge University Press
ISBN-13
9781108455145
eBay Product ID (ePID)
12046501904

Product Key Features

Number of Pages
398 Pages
Publication Name
Mathematics for Machine Learning
Language
English
Subject
Engineering & Technology, Computer Science, Mathematics
Publication Year
2020
Type
Textbook
Author
Cheng Soon Ong, Marc Peter Deisenroth, A. Aldo Faisal
Format
Paperback

Dimensions

Item Height
252 mm
Item Weight
800 g
Item Width
177 mm

Additional Product Features

Country/Region of Manufacture
United Kingdom
Title_Author
A. Aldo Faisal, Marc Peter Deisenroth, Cheng Soon Ong

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BOOKS etc.

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BOOKS etc is an UK online business that is based in ALDERSHOT, Hampshire. We are a family run company that aims to bring customers a fantastic selection of books with great prices, with friendly ...
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    First book went missing/didn't arrive, but Jessica in customer support sorted it out, sending a second copy, it arrived fast and safe, as described, well wrapped, good price and quick customer support. Thank you JessicaπŸ˜πŸŽ‚πŸ‘πŸ₯°πŸ˜Ž
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