Data Science, Introduction, Eigenvectors, Eigenvalue, Eli5.
is central to data science techniques. I would recommend reading through the text above and solidifying the intuition again before proceeding to the next part. Note that for the previous example, the magical compass can be understood as the matrix Magical Compass in its Matrix Form. Eigen-VicVacs