This lecture covers the concept of extreme points and compact intervals in analysis, focusing on the determination of maximum and minimum values of functions. The instructor explains the conditions for a set to be compact and the properties of extreme points. The lecture also delves into the study of functions with examples and the application of constraints in optimization problems.