Just Enough R!: An Interactive Approach to Machine Learning and Analytics - Brossura

Roiger, Richard J.

 
9780367439149: Just Enough R!: An Interactive Approach to Machine Learning and Analytics
Brossura
ISBN 10: 036743914X ISBN 13: 9780367439149
Casa editrice: CRC Press, 2020

Sinossi

Just Enough R! An Interactive Approach to Machine Learning and Analytics presents just enough of the R language, machine learning algorithms, statistical methodology, and analytics for the reader to learn how to find interesting structure in data. The approach might be called "seeing then doing" as it first gives step-by-step explanations using simple, understandable examples of how the various machine learning algorithms work independent of any programming language. This is followed by detailed scripts written in R that apply the algorithms to solve nontrivial problems with real data. The script code is provided, allowing the reader to execute the scripts as they study the explanations given in the text.

Features

  • Gets you quickly using R as a problem-solving tool

  • Uses RStudio’s integrated development environment

  • Shows how to interface R with SQLite

  • Includes examples using R’s Rattle graphical user interface

  • Requires no prior knowledge of R, machine learning, or computer programming

  • Offers over 50 scripts written in R, including several problem-solving templates that, with slight modification, can be used again and again

  • Covers the most popular machine learning techniques, including ensemble-based methods and logistic regression

  • Includes end-of-chapter exercises, many of which can be solved by modifying existing scripts

  • Includes datasets from several areas, including business, health and medicine, and science

About the Author

Richard J. Roiger is a professor emeritus at Minnesota State University, Mankato, where he taught and performed research in the Computer and Information Science Department for over 30 years.

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Informazioni sull?autore

Richard J. Roiger is a professor emeritus at Minnesota State University, Mankato where he taught and performed research in the Computer & Information Science Department for 27 years. Dr. Roiger’s Ph.D. degree is in Computer & Information Sciences from the University of Minnesota. Dr. Roiger continues to serve as a part-time faculty member teaching courses in data mining, artificial intelligence and research methods. Richard enjoys interacting with his grandchildren, traveling, writing and pursuing his musical talents.

Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.

Editore
CRC Press
Data di pubblicazione
2020
Lingua
Inglese
ISBN 10 
036743914X
ISBN 13 
9780367439149
Rilegatura
Copertina flessibile
Numero edizione
1
Numero di pagine
364
Contatto del produttore
non disponibile
Persona responsabile
gpsr@libri.de
gpsr@libri.de

Europaallee 1
Bad Hersfeld
36244
Germania

Altre edizioni note dello stesso titolo

9780367443207: Just Enough R!: An Interactive Approach to Machine Learning and Analytics

Edizione in evidenza

ISBN 10:  0367443201 ISBN 13:  9780367443207
Casa editrice: Chapman and Hall/CRC, 2020
Rilegato