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

Roiger, Richard J.

 
9780367443207: Just Enough R!: An Interactive Approach to Machine Learning and Analytics
Couverture rigide
ISBN 10 : 0367443201 ISBN 13 : 9780367443207
Editeur : Chapman & Hall/CRC, 2020

Synopsis

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.

    Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

    À propos de l?auteur

    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.

    Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

    Éditeur
    Chapman & Hall/CRC
    Date d'édition
    2020
    Langue
    anglais
    ISBN 10 
    0367443201
    ISBN 13 
    9780367443207
    Reliure
    Relié
    Nombre de pages
    346
    Coordonnées du fabricant
    non disponible
    Personne responsable
    gpsr@libri.de
    gpsr@libri.de

    Friedensallee 273
    Hamburg
    22763
    Allemagne

    Autres éditions populaires du même titre

    9780367439149: Just Enough R!

    Edition présentée

    ISBN 10 :  036743914X ISBN 13 :  9780367439149
    Editeur : CRC Press, 2020
    Couverture souple