Ebook details

Machine Learning with R. Expert techniques for predictive modeling to solve all your data analysis problems - Second Edition

Machine Learning with R. Expert techniques for predictive modeling to solve all your data analysis problems - Second Edition

Brett Lantz

EBOOK
  • 1. Introducing Machine Learning
  • 2. Managing and Understanding Data
  • 3. Lazy Learning: Classification using Nearest Neighbors
  • 4. Probabilistic Learning: Classification using Naïve Bayes
  • 5. Divide and Conquer: Classification using Trees and Rules
  • 6. Forecasting Numeric Data: Regression Methods
  • 7. Black Box Methods: Neural Networks and Support Vector Machines
  • 8. Finding Patterns: Market Basket Analysis Using Association Rules
  • 9. Finding Groups of Data: Clustering with k-means
  • 10. Evaluating Model Performance
  • 11. Improving Model Performance
  • 12. Specialized Machine Learning Topics
  • Title:Machine Learning with R. Expert techniques for predictive modeling to solve all your data analysis problems - Second Edition
  • Author:Brett Lantz
  • Original title:Machine Learning with R. Expert techniques for predictive modeling to solve all your data analysis problems - Second Edition
  • ISBN:9781784394523, 9781784394523
  • Date of issue:2015-07-31
  • Format:Ebook
  • Item ID: e_3aye
  • Publisher: Packt Publishing