Mathematics for Machine Learning / Edition 1 by Marc Peter Deisenroth, A. Aldo Faisal, Cheng Soon Ong
- Mathematics for Machine Learning / Edition 1
- Marc Peter Deisenroth, A. Aldo Faisal, Cheng Soon Ong
- Page: 398
- Format: pdf, ePub, mobi, fb2
- ISBN: 9781108455145
- Publisher: Cambridge University Press
Download ebooks for free ipad Mathematics for Machine Learning / Edition 1
Overview
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 studentsand otherswith a mathematical background, these derivations provide a starting point to machine learning texts. Forthoselearning 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.
More eBooks: Descargar ebook MIL CRETINS | Descarga Libros Gratis (PDF - EPUB) read book, [PDF/Kindle] Nid de vipères by Andrea Camilleri read book, [Kindle] Beyond Order: 12 More Rules for Life download link, [Pdf/ePub/Mobi] DISTANTE - MARIE MODIANO descargar ebook gratis site, DOWNLOADS Optical Coherence Tomography Angiography Atlas: A Case Study Approach download pdf, [Descargar pdf] CARNE DE CARNAVAL here, Online Read Ebook Love and Metaxa here,
0コメント