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This lecture covers the concept of orthogonal projection in vector spaces, focusing on the calculation of orthogonal projections using matrix operations. It explains how to construct special orthogonal bases, the properties of orthogonal matrices, and the interpretation of the formula for orthogonal projection. The lecture also discusses the geometric interpretation of orthogonal projection and the significance of orthonormal bases in vector spaces.