The slides are available here and cover the following topics.
1 - Introduction
2 - Linear Regression
3 - Regularization
4 - Optimization
5 - Evaluation & Generalization
6 - Neural Networks
7 - Data Classification
8 - Linear Classifiers
9 - Support Vector Machines
10 - Decision Trees
11 - Unsupervised Learning