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This lecture covers the rod cutting problem, introducing the cut-rod algorithm and its inefficiencies, leading to the memoization technique to optimize recursive calls. It also delves into the change-making problem, aiming to find the minimum number of coins needed to make a given amount of money with specific denominations.