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This lecture covers the concepts of channel capacity, convex functions, and their applications in information theory. Emre Telatar explains the properties of concave and convex functions, their relation to channel capacity, and the conditions for a function to be convex. The lecture also delves into the calculation of channel capacity and the significance of convexity in information theory.