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Autor(en): 
  • Deborah Nolan
  • Duncan Temple Lang
  • Data Science in R: A Case Studies Approach to Computational Reasoning and Problem Solving 
     

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


    Übersicht

    Auf mobile öffnen
     
    Lieferstatus:   Auf Bestellung (Lieferzeit unbekannt)
    Veröffentlichung:  November 2017  
    Genre:  Schulbücher 
    ISBN:  9781138469297 
    EAN-Code: 
    9781138469297 
    Verlag:  Taylor and Francis 
    Einband:  Gebunden  
    Sprache:  English  
    Dimensionen:  H 254 mm / B 178 mm / D  
    Gewicht:  453 gr 
    Seiten:  540 
    Illustration:  Farb., s/w. Abb. 
    Bewertung: Titel bewerten / Meinung schreiben
    Inhalt:
    Effectively Access, Transform, Manipulate, Visualize, and Reason about Data and Computation
    Data Science in R: A Case Studies Approach to Computational Reasoning and Problem Solving illustrates the details involved in solving real computational problems encountered in data analysis. It reveals the dynamic and iterative process by which data analysts approach a problem and reason about different ways of implementing solutions.

    The book's collection of projects, comprehensive sample solutions, and follow-up exercises encompass practical topics pertaining to data processing, including:

    Non-standard, complex data formats, such as robot logs and email messages
    Text processing and regular expressions
    Newer technologies, such as Web scraping, Web services, Keyhole Markup Language (KML), and Google Earth
    Statistical methods, such as classification trees, k-nearest neighbors, and na Bayes
    Visualization and exploratory data analysis
    Relational databases and Structured Query Language (SQL)
    Simulation
    Algorithm implementation
    Large data and efficiency

    Suitable for self-study or as supplementary reading in a statistical computing course, the book enables instructors to incorporate interesting problems into their courses so that students gain valuable experience and data science skills. Students learn how to acquire and work with unstructured or semistructured data as well as how to narrow down and carefully frame the questions of interest about the data.

    Blending computational details with statistical and data analysis concepts, this book provides readers with an understanding of how professional data scientists think about daily computational tasks. It will improve readers computational reasoning of real-world data analyses.

      
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