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This lecture covers the method of Lagrange multipliers for finding extrema under constraints, with examples and necessary conditions for an extremum. It explains the concept of Lagrange multipliers, necessary conditions for local extrema, and geometric interpretations. The lecture also demonstrates the application of Lagrange multipliers to find extrema of functions under constraints, with detailed examples and solutions. Additionally, it discusses the method of proof, including direct proof and proof by contrapositive, and presents various propositions related to integers, derivatives, and mathematical properties.