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This lecture covers the SIMPLEX method for solving linear programs, focusing on finding the polyhedron and the optimal basis. It explains geometric interpretations, active constraints, degenerate points, and adjacent vertices. The lecture also discusses row and column bases, basis variables, and the process of removing variables from the basis to optimize the solution.