Machine learning with Spark and Python : essential techniques for predictive analytics

"Machine learning focuses on predition-- using what you know to predict what you would like to know based on historical relationships between the two. At its core, it's a mathematical/algorithm-based technology that, until recently, required a deep understanding of math and statistical con...

Ausführliche Beschreibung

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Bibliographische Detailangaben
1. Verfasser: Bowles, Michael, 19..-
Format: Livre numérique
Sprache:Anglais
Veröffentlicht: Indianapolis, IN : Wiley 2019.
Paris : Cyberlibris
Schlagworte:
Online Zugang:Accès Université d'Orléans et IFPM
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Autres localisations: Voir dans le Sudoc
Edition sous un autre format:• Machine learning with Spark and Python, essential techniques for predictive analytics, Michael Bowles, 2nd edition., 2020, Indianapolis, IN, Wiley, 1 Vol.(XXVII-340 p.), 978-1-119-56193-4
Inhaltsangabe:
  • The two essential algorithms for making predictions
  • Understand the problem by understanding the data
  • Predictive model building : balancing performance, complexity, and big data
  • Penalized linear regression
  • Building predictive models using penalized linear methods
  • Ensemble methods
  • Building ensemble models with Python