Lecture: Tuesday 12:30pm to 3:30pm @ IT Lab

Week One

• CLA1 Slide: Introduction to Systems of Linear Equations
• CLA2 Slide: Vectors, Matrices, and Determinants
• CLA3 Slide: Triangular Systems of Equations: Forward and Back Substitution
• CLA4 Slide: Matrix Multiplication

Week Two

• DM1 Slide: Data Mining Overview
• DM2 Slide: Predictors

Week Three

• DM3 Slide: Validation
• DM4 Slide: Features

Week Four

• DM5 Slide: Empirical Risk Minimization
• DM6 Slide: Constant predictors

Week Five

• DM7 Slide: Non-Quadratic Losses
• DM8 Slide: House prices examplehouse.jlhouseplots.jlhouse.csv

Week Six

• DM9 Slide: Non-Quadratic Regularizers
• DM10 Slide: Neural Networks

Week Seven

• DM11 Slide: Classifiers
• DM12 Slide: Loss function and empirical risk

Week Eight

• DM13 Slide:
• DM14 Slide:

Week Nine

• DM15 Slide:
• DM16 Slide:
• DM17 Slide:

Week Ten

• DM18 Slide:
• DM19 Slide:
• DM20 Slide:

Week Eleven

Revision week

Week Twelve

Examination Week