33
Your Cart
33
Your Cart
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.

Reviews

There are no reviews yet.

Be the first to review “Mathematics for Machine Learning”
X

New item(s) have been added to your cart.

Quantity: 1
Total $19.99

Frequently bought with College Algebra


A Survey of Mathematics with Applications Original price was: $79.99.Current price is: $19.99.
View more
The Higher Arithmetic: An Introduction to the Theory of Numbers Original price was: $49.99.Current price is: $19.99.
View more
Introduction to Mathematical Logic Original price was: $79.99.Current price is: $29.99.
View more
Chemistry: The Central Science Original price was: $119.99.Current price is: $19.99.
View more
Visual Differential Geometry and Forms: A Mathematical Drama in Five Acts Original price was: $39.99.Current price is: $19.99.
View more
Fundamentals of Probability: With Stochastic Processes Original price was: $59.99.Current price is: $19.99.
View more
Rational Numbers to Linear Equations Original price was: $79.99.Current price is: $19.99.
View more
A Book of Abstract Algebra: Second Edition Original price was: $29.99.Current price is: $14.99.
View more
Cart