This lesson will elaborate on orthogonal projections and the Gram-Schmidt process, which will lay the foundation to understand least-squares problems (important in any statistical analysis). The orthogonal projection of a vector y on plane P is interesting, because it gives us the shortest distance of the vector y on plane P.