1.1 What is machine learning1.2 Types of machine learning algorithms1.3 Core concepts in machine learning1.3.1 Classification1.3.2 Numerical prediction1.3.3 Dimension reduction1.4 Fundamentals of probability, statistics, and linear algebra1.4.1 Statistical concepts1.5 Linear algebra: matrices