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This lecture covers the main idea behind the Simplex algorithm, focusing on the computational efforts involved in calculating reduced costs, the current iterate, and the basic direction. It explains the Tableau method for solving linear programming problems, defining basic feasible solutions and illustrating examples to demonstrate its application in optimizing solutions.