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

Roiger, Richard J.

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

Inhaltsangabe

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.

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    Über die Autorin bzw. den Autor

    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.

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    Verlag
    CRC Press
    Erscheinungsdatum
    2020
    Sprache
    Englisch
    ISBN 10 
    036743914X
    ISBN 13 
    9780367439149
    Einband
    Taschenbuch
    Anzahl der Seiten
    364
    Kontakt zum Hersteller
    Nicht verfügbar
    Verantwortliche Person
    Nicht verfügbar

    Weitere beliebte Ausgaben desselben Titels

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    Vorgestellte Ausgabe

    ISBN 10:  0367443201 ISBN 13:  9780367443207
    Verlag: Chapman and Hall/CRC, 2020
    Hardcover