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This lecture covers the concept of linear constraints and the elimination of variables in optimization problems. The instructor explains how to formulate and solve optimization problems with equality constraints, illustrating the process step by step. The lecture also introduces the method of selecting linearly independent columns to simplify the constraints and eliminate basic variables.