Introduction to machine learning with R: rigorous mathematical analysis [First edition] 9781491976449, 2688684272, 4870312778, 5081363898, 0030462908, 1491976446

What is a model? -- Supervised and unsupervised machine learning -- Sampling statistics and model training in R -- Regre

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English Pages ix, 212 pages : illustrations ; 24 cm Year 2018

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Introduction to machine learning with R: rigorous mathematical analysis [First edition]
 9781491976449, 2688684272, 4870312778, 5081363898, 0030462908, 1491976446

Table of contents :
What is a model? --
Supervised and unsupervised machine learning --
Sampling statistics and model training in R --
Regression in a nutshell --
Neural networks in a nutshell --
Tree-based methods --
Other advanced methods --
Machine learning with the caret package --
Encyclopedia of machine learning models in caret.

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