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This lecture covers the theory and applications of optimal transport, focusing on the mathematical concepts and practical implications. The instructor explains the optimal transport problem, transport maps, and the justification behind the definitions. Various mathematical derivations and proofs are presented to illustrate the main theorems. The lecture also delves into the concept of entropy and its role in the optimization process.