The chapter explains continuous random variables and their probability functions. It shows how to calculate expectations and variances for continuous variables using integrals. The exponential distribution has a special property called memorylessness. Concepts like joint and conditional distributions extend from discrete to continuous variables. Joint density functions are used for multiple random variables in the continuous setting.