Data Mining & Predictive Analytics
Monday
9:00-10:45
10:45-11:00
11:00-12:30
12:30-1:30
1:30-3:15
3:15-3:30
3:30-5:00
5:00-8:30
June 13, 2016
Welcome and Course Introduction
Snack and Refreshment Break
Introduction to Data Mining
Lunch Break
Introduction to the R Environment
Snack and Refreshment Break
R Packages for Data Mining
Social hour and dinner for all Stats Camp attendees!
Tuesday
9:00-10:45
10:45-11:00
11:00-12:30
12:30-1:30
1:30-3:15
3:15-3:30
3:30-5:00
June 14, 2016
Data Structures and Quality
Snack and Refreshment Break
Loading and Exploring Data
Lunch Break
How to handle Missing Data
Snack and Refreshment Break
Transforming Data
Wednesday
9:00-10:45
10:45-11:00
11:00-12:30
12:30-1:30
1:30-3:15
3:15-3:30
3:30-5:00
June 15, 2016
The Basics of Building Data Mining Models
Snack and Refreshment Break
Decision Theory
Lunch Break
Classification and Regression Trees & Decision Trees
Snack and Refreshment Break
Transforming Data
Thursday
9:00-10:45
10:45-11:00
11:00-12:30
12:30-1:30
1:30-3:15
3:15-3:30
3:30-5:00
June 16, 2016
Random Forests and Boosting
Snack and Refreshment Break
Practice
Lunch Break
Model Performance and Evaluation
Snack and Refreshment Break
Practice
Friday
9:00-10:45
10:45-11:00
11:00-12:30
12:30-1:30
1:30-~3:30
June 17, 2016
Extensions for Cost-Benefit Analysis
Snack and Refreshment Break
Text Mining and Qualitative Data Analysis using the RQDA package
Lunch Break
Practice