Data Science, Introduction, Eigenvectors, Eigenvalue, Eli5.
eigenvector is still an eigenvector, but its standard to write eigenvectors in the normalized form (i.e. form in which their euclidean distance from origin/“size” is equal to unity). Hopefully, this clears your intuition about matrices and eigenvectors. I hope now when you pick up a math or