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This lecture covers the concept of hedging for Linear Programs (LPs) and the simplex method, focusing on minimizing costs and finding optimal solutions. The instructor explains the process of treating constraints and initializing experts, emphasizing the importance of LP relaxation and the weighting of constraints at each iteration.