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Autor(en): 
  • Richard J Roiger
  • Just Enough R!: An Interactive Approach to Machine Learning and Analytics 
     

    (Buch)
    Dieser Artikel gilt, aufgrund seiner Grösse, beim Versand als 3 Artikel!


    Übersicht

    Auf mobile öffnen
     
    Lieferstatus:   i.d.R. innert 14-24 Tagen versandfertig
    Veröffentlichung:  Juni 2020  
    Genre:  Schulbücher 
    ISBN:  9780367439149 
    EAN-Code: 
    9780367439149 
    Verlag:  CRC Press 
    Einband:  Kartoniert  
    Sprache:  English  
    Dimensionen:  H 251 mm / B 175 mm / D 18 mm 
    Gewicht:  617 gr 
    Seiten:  346 
    Bewertung: Titel bewerten / Meinung schreiben
    Inhalt:
    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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