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This lecture explains the difference between linear and logarithmic search algorithms using a practical analogy with passport control. It emphasizes the efficiency of logarithmic algorithms in reducing the search complexity, especially when dealing with sorted lists. The instructor highlights the importance of modeling data and the trade-off between sorting and searching costs, suggesting to choose a logarithmic algorithm whenever possible.