- 第00篇、The start of learning
- 第01篇、The Learning Problem
- 第02篇、Learning to Answer Yes/No
- 第03篇、Types of learning
- 第04篇、Feasibility of Learning
- 第05篇、 Training versus Testing
- 第06篇、Theory of Generalization
- 第07篇、The VC Dimension
- 第08篇、Noise and Error
- 第09篇、Linear Regression
- 第10篇、Logistic Regression
- 第11篇、Linear Models for Classification
- 第12篇、Nonlinear Transformation
