This lecture covers the simplex algorithm, starting with the problem in standard form and the basic ingredients needed for optimization. It explains the process of finding the next vertex by selecting descent directions and calculating distances to constraints. The lecture emphasizes the importance of selecting variables and provides details on identifying optimal vertices and dealing with unbounded or degenerate solutions.