Ebook details

Mastering Predictive Analytics with R. Master the craft of predictive modeling by developing strategy, intuition, and a solid foundation in essential concepts

Mastering Predictive Analytics with R. Master the craft of predictive modeling by developing strategy, intuition, and a solid foundation in essential concepts

Rui Miguel Forte

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This book is intended for the budding data scientist, predictive modeler, or quantitative analyst with only a basic exposure to R and statistics. It is also designed to be a reference for experienced professionals wanting to brush up on the details of a particular type of predictive model. Mastering Predictive Analytics with R assumes familiarity with only the fundamentals of R, such as the main data types, simple functions, and how to move data around. No prior experience with machine learning or predictive modeling is assumed, however you should have a basic understanding of statistics and calculus at a high school level.
  • 1. Gearing Up for Predictive Modeling
  • 2. Linear Regression
  • 3. Logistic Regression
  • 4. Neural Networks
  • 5. Support Vector Machines
  • 6. Ensemble Methods
  • 7. Tree-Based Methods
  • 8. Graphical Models
  • 9. Time Series Forecasting
  • 10. Topic Modeling
  • 11. Recommendation Systems
  • Title:Mastering Predictive Analytics with R. Master the craft of predictive modeling by developing strategy, intuition, and a solid foundation in essential concepts
  • Author:Rui Miguel Forte
  • Original title:Mastering Predictive Analytics with R. Master the craft of predictive modeling by developing strategy, intuition, and a solid foundation in essential concepts
  • ISBN:9781783982813, 9781783982813
  • Date of issue:2015-06-17
  • Format:Ebook - EPUB
  • Item ID: e_3cps
  • Publisher: Packt Publishing
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