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This lecture covers the Leighton-Rao algorithm for finding the sparsest cut in a graph, focusing on the algorithm's steps and theoretical foundations. It explains the process of identifying the sparsest cut using vertex sets and edge expansions, with a detailed analysis of the algorithm's performance and applications.