Mathematics for Machine Learning (9781108455145)

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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 details

• Format Paperback | 398 pages
• Dimensions 177 x 252 x 18mm | 800g
• Publication date 23 Apr 2020
• Publisher Cambridge University Press
• Publication City/Country Cambridge, United Kingdom
• Language English
• Illustrations note Worked examples or Exercises; 106 Halftones, color; 3 Halftones, black and white
• ISBN10 110845514X
• ISBN13 9781108455145
• Bestsellers rank 16,221

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