This lecture covers the concept of orthogonal projection on a vector subspace in a Euclidean space. It explains how to find the orthogonal complement of a subspace, the uniqueness of the projection, and practical examples in different dimensions. The instructor also demonstrates the calculation process and the importance of having an orthogonal basis for the subspace.