Linear Algebra, Randomization, Singular Values, Eigenvectors, Thoughts And Theory.
see, how the elegant theorems from random matrix theory can provide us tools to deal with those bottlenecks efficiently and lead us to highly accurate yet computationally efficient approximation of our data matrix. Let us consider a tall, rectangular data matrix where p << q. This essentially means