ENGLISH

Data Science, Analytics and Machine Learning with R

By Luiz Paulo Favero , Patrícia Belfiore , Rafael de Freitas Souza

Book information

Publisher
Academic Press
Year
2023
ISBN
012824271X, 9780128242711
Language
english
Format
EPUB
Filesize
155 MB (162650304 bytes)
Pages
660\0
Time added
2023-02-05 12:23:22

Description

Data Science, Analytics and Machine Learning with R explains the principles of data mining and machine learning techniques and accentuates the importance of applied and multivariate modeling. The book emphasizes the fundamentals of each technique, with step-by-step codes and real-world examples with data from areas such as medicine and health, biology, engineering, technology and related sciences. Examples use the most recent R language syntax, with recognized robust, widespread and current packages. Code scripts are exhaustively commented, making it clear to readers what happens in each command. For data collection, readers are instructed how to build their own robots from the very beginning. In addition, an entire chapter focuses on the concept of spatial analysis, allowing readers to build their own maps through geo-referenced data (such as in epidemiologic research) and some basic statistical techniques. Other chapters cover ensemble and uplift modeling and GLMM (Generalized Linear Mixed Models) estimations, both linear and nonlinear.

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