Predictive Analytics with R
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    • Classes plan
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  • Classes Material
    • Predictive Analytics
    • The Algae Case Study
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Classes Plan

  • Day 1 (11/Mar, Monday)
    • Brief introduction to Predictive Analytics
    • Evaluation Metrics for Regression
    • Hands On Exercises
    • Multiple Linear Regression
    • Hands On Exercises
    • Support Vector Machines
    • Hands On Exercises
    • k-Nearest Neighbours
    • Hands On Exercises
  • Day 2 (13/Mar, Wednesday)
    • Tree-based models (classification and regression trees)
    • Hands On Exercises
    • Methods of Estimating Predictive Performance
    • The package performanceEstimation
    • Hands On Exercises
    • Asserting statistical significance
    • Hands On Exercises