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Autor(en): 
  • Mu Zhu
  • Essential Statistics for Data Science: A Concise Crash Course 
     

    (Buch)
    Dieser Artikel gilt, aufgrund seiner Grösse, beim Versand als 2 Artikel!


    Übersicht

    Auf mobile öffnen
     
    Lieferstatus:   Auf Bestellung (Lieferzeit unbekannt)
    Veröffentlichung:  April 2023  
    Genre:  Naturwissensch., Medizin, Technik 
     
    Bayesian Inference / Mathematics / MATHEMATICS / Probability & Statistics / Bayesian Analysis / MATHEMATICS / Probability & Statistics / General / Probability & statistics / Probability and statistics
    ISBN:  9780192867742 
    EAN-Code: 
    9780192867742 
    Verlag:  Oxford Academic 
    Einband:  Kartoniert  
    Sprache:  English  
    Dimensionen:  H 235 mm / B 157 mm / D 9 mm 
    Gewicht:  296 gr 
    Bewertung: Titel bewerten / Meinung schreiben
    Inhalt:
    Essential Statistics for Data Science: A Concise Crash Course is for students entering a serious graduate program or advanced undergraduate teaching in data science without knowing enough statistics. The three part-text starts from the basics of probability and random variables and guides readers towards relatively advanced topics in both frequentist and Bayesian approaches in a matter of weeks.

    Part I, Talking Probability explains that the statistical approach to analysing data starts with a probability model to describe the data generating process. Part II, Doing Statistics explains that much of statistical inference is about learning unknown quantities in the model (e.g. its parameters) from the data it is presumed to have generated. Part III, Facing Uncertainty explains the importance of explicitly describing how much uncertainty we have about the model parameters, especially those with intrinsic scientific meaning, and of taking that into account when making decisions.

    Essential Statistics for Data Science: A Concise Crash Course provides an in-depth introduction for beginners, while being more serious than a typical undergraduate text, but still lighter and more accessible than an average graduate text.

      



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