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This lecture covers the complexity of linear algebra operations, focusing on Gaussian elimination and simplex method. It explains the steps involved in finding the optimal solution and the number of vertices to visit. The instructor discusses the exponential nature of the simplex method and introduces Bland's rule. Additionally, the lecture explores the shortest path problem and barrier methods in optimization, emphasizing the Ellipsoid method as a guarantee of convergence.