Chapter 9 covers the basic concepts of probability, including terminology, laws, and different types such as joint, marginal, and conditional probability. It emphasizes the significance of probability in various fields, especially in statistical inference and decision-making. The chapter also includes practical examples and exercises to demonstrate the application of probability rules.