Principal Component, Machine Learning, Artificial Intelligence, Linear Algebra, Data Science.
variance of all projected points onto it, is the eigenvector of the covariance matrix associated with the largest eigenvalue. To put it simply, our covariance matrix might have two eigenvectors denoted by these two arrows. We take the one with longer length (therefore, a larger eigenvalue, since we