Mathematics for Machine Learning

Mathematics for Machine Learning
Author :
Publisher : Cambridge University Press
Total Pages : 392
Release :
ISBN-10 : 9781108569323
ISBN-13 : 1108569323
Rating : 4/5 (23 Downloads)

Book Synopsis Mathematics for Machine Learning by : Marc Peter Deisenroth

Download or read book Mathematics for Machine Learning written by Marc Peter Deisenroth and published by Cambridge University Press. This book was released on 2020-04-23 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.


Mathematics for Machine Learning Related Books

Mathematics for Machine Learning
Language: en
Pages: 392
Authors: Marc Peter Deisenroth
Categories: Computers
Type: BOOK - Published: 2020-04-23 - Publisher: Cambridge University Press

DOWNLOAD EBOOK

The fundamental mathematical tools needed to understand machine learning include linear algebra, analytic geometry, matrix decompositions, vector calculus, opti
KVPY 12 Years Solved Papers 2020-2009 Stream SA
Language: en
Pages: 264
Authors: Lakshman Prasad
Categories:
Type: BOOK - Published: 2021-04-08 - Publisher: Arihant Publications India limited

DOWNLOAD EBOOK

1. New Edition of KVPY Practice booklet focuses on SA Stream Scholarship exam 2. Consists of 12 Years’ solved papers to give insight of the paper pattern 3. 5
The Craft and Science of Coffee
Language: en
Pages: 558
Authors: Britta Folmer
Categories: Technology & Engineering
Type: BOOK - Published: 2016-12-16 - Publisher: Academic Press

DOWNLOAD EBOOK

The Craft and Science of Coffee follows the coffee plant from its origins in East Africa to its current role as a global product that influences millions of liv
Skills in Mathematics - Play with Graphs for JEE Main and Advanced
Language: en
Pages:
Authors: Amit M Agarwal
Categories: Study Aids
Type: BOOK - Published: - Publisher: Arihant Publications India limited

DOWNLOAD EBOOK

Particle Detectors
Language: en
Pages: 949
Authors: Hermann Kolanoski
Categories: Science
Type: BOOK - Published: 2020-06-30 - Publisher: Oxford University Press

DOWNLOAD EBOOK

This book describes the fundamentals of particle detectors as well as their applications. Detector development is an important part of nuclear, particle and ast