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Mathematics for Machine Learning
Marc Peter Deisenroth, A Aldo Faisal, Cheng Soon OngSukakah Anda buku ini?
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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.
Kategori:
Tahun:
2020
Penerbit:
Cambridge University Press
Bahasa:
english
ISBN 10:
1108679935
ISBN 13:
9781108470049
ISBN:
1108455145
File:
PDF, 16.30 MB
Tag Anda:
IPFS:
CID , CID Blake2b
english, 2020
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