Machine Learning: Weekly Study Guide Department of Computer Science Please Note: Lecture notes will be updated after the lecture. Week 1 (January 11, 2010) Overview of the course. Overview of machine learning. Why should machines learn? Operational definition of learning. Taxonomy of machine learning. Review of probability theory and random variables. Probability spaces. Ontological and epistemolo