Codes for Lecture 1 . MATLAB codes to explain QR factorization, SVD, and how to use them to construct low-rank approximation to a numerical low-rank matrix. After construction, storing and applying this low-rank approximation is much cheaper if the matrix size is very large. Now the problem is how to construct these approximations fast? To be discussed in later lectures.