- 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