Lectures
Lecture 01 - Sept 11 - Introduction
Video of the lecture failed to record due to technical problems.
Lecture 02 - Sept 18 - First look at the data
Lecture 03 - Sept 25 - Exploration of data
Lecture 04 - Oct 2 - Basic statistics
Errata: The correct option in slide 64 is of course A, not B.
Lecture 05 - Oct 9 - Frequent pattern mining
Errata: The correct option in slide 27 is of course D, not C. In slide 93 the value of lift in the statistically independent case is 1, not 0 (and similarly >0 and <0 should be replaced by >1 and <1).
Lecture 06 - Oct 16 - Data discovery with Tableau software (guest lecturer: Mirko Känd)
In order to be able to participate in the lecture please follow the instructions here: Setting_Up_Tableau_Desktop_with_R.pdf to install Tableau Desktop and connect it with R.
Lecture 07 - Oct 23 - Machine learning 1: Introduction
Lecture 08 - Oct 30 - Machine learning 2: Classification
Lecture 09 - Nov 6 - Machine learning 3: ROC analysis and regression
Video of the lecture (Part II)