Weekly outline

• General
  

  General
• Introduction
  

  Introduction

  • Learning objectives & syllabus Page
  • Title and Contents File
  • Introduction File
• Getting Started with R Programming
  

  Getting Started with R Programming

  • Getting Started with R Programming File
• Feature Initialization
  

  Feature Initialization

  • Feature Initialization File
• Feature Selection
  

  Feature Selection

  • Feature Selection File
• Feature Transformations
  

  Feature Transformations

  • Feature Transformations File
• Missing Data
  

  Missing Data

  • Missing Data File
• Basic Regression Models
  

  Basic Regression Models

  • Basic Regression Models File
• Model Evaluation, Selection and Regularization
  

  Model Evaluation, Selection and Regularization

  • Model Evaluation, Selection and Regularization File
• Basic Classification Methods
  

  Basic Classification Methods

  • Basic Classification Methods File
• Analysis of Classification Models
  

  Analysis of Classification Models

  • Analysis of Classification Models File
• Local Non-parametric Methods
  

  Local Non-parametric Methods

  • Local Non-parametric Methods File
• Basic Kernel Methods
  

  Basic Kernel Methods

  • Basic Kernel Methods File
• Splines
  

  Splines

  • Splines File
• Datasets and Packages
  

  Datasets and Packages

  • sml 1.01.tar File
  • Description of datasets and packages Page