Mathematics and Programming for Machine Learning with R: From the Ground UpКНИГИ » ПРОГРАММИНГ
Название: Mathematics and Programming for Machine Learning with R: From the Ground Up Автор: William B. Claster Издательство: CRC Press Год: 2021 Формат: PDF Страниц: 431 Размер: 10 Mb Язык: English
Based on the author’s experience in teaching data science for more than 10 years, Mathematics and Programming for Machine Learning with R: From the Ground Up reveals how machine learning algorithms do their magic and explains how these algorithms can be implemented in code. It is designed to provide readers with an understanding of the reasoning behind machine learning algorithms as well as how to program them. Written for novice programmers, the book progresses step-by-step, providing the coding skills needed to implement machine learning algorithms in R.
The book begins with simple implementations and fundamental concepts of logic, sets, and probability before moving to the coverage of powerful deep learning algorithms. The first eight chapters deal with probability-based machine learning algorithms, and the last eight chapters deal with machine learning based on artificial neural networks. The first half of the book does not require mathematical sophistication, although familiarity with probability and statistics would be helpful. The second half assumes the reader is familiar with at least one semester of calculus. The text guides novice R programmers through algorithms and their application and along the way; the reader gains programming confidence in tackling advanced R programming challenges.
Highlights of the book include:
More than 400 exercises
A strong emphasis on improving programming skills and guiding beginners to the implementation of full-fledged algorithms
Coverage of fundamental computer and mathematical concepts including logic, sets, and probability
In-depth explanations of machine learning algorithms
Machine Learning with R Название: Machine Learning with R Автор: Abhijit Ghatak Издательство: Springer ISBN: 9811068070 Год: 2017 Страниц: 224 Язык: английский Формат:...
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Mathematics and Programming for Machine Learning with R: From the Ground Up 
