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Mathematics for Machine Learning

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Marque : GENERIC
Vendu par HEAVENBOOKS.MA

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 efficient...

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Description produit

Marque
GENERIC
Titre
Mathematics for Machine Learning
Éditeur
Cambridge University Press
Type de produit
paperback
Présentation du livre
paperback
Date de sortie
4/23/2020 12:00:00 AM
Langue d'origine
English
ISBN
2990686444
Nombre de pages
398 pages
Langue
English
Résumé
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. Read more
Auteur
Marc Peter Deisenroth
Date de parution
4/23/2020 12:00:00 AM