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This lecture covers the concept of convex polyhedra, focusing on their properties and the convex hull of a finite set of points. It also delves into linear programs, discussing linear inequalities, feasible points, and the complexity related to finding half-plane representations. The instructor explains the relationship between polyhedra and linear programs, emphasizing the importance of convexity in optimization problems.