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This lecture explores the challenges of discrete optimization, focusing on the curse of dimensionality. The instructor explains how the computational time exponentially increases with problem size, making complete enumeration infeasible. Even with advancements in computing power, the curse of dimensionality remains a significant obstacle, requiring the development of more efficient algorithms.