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This lecture discusses exercise 11 of series 12, focusing on finding the point on a plane closest to a given point by using orthogonal projection. The instructor explains the concept of orthogonal projection, demonstrates how to find the closest point on a plane to a given point, and provides a step-by-step solution using the least square method.