This lecture covers the concepts of network flows and simplex method, focusing on directed graphs, cost vectors, incidence matrices, supply and capacity vectors, and the standard form of linear programming. It also discusses tree solutions, dual solutions, and the relationship between primal and dual solutions in optimization problems.