Michael Vogelius
Covers matrix decomposition methods, solution of linear systems, spectral decomposition, singular value decomposition and applications (e.g., time permitting, compressed sensing and a simple page rank algorithm)
Gilbert Strang: Linear Algebra and Learning from Data
the equivalent of 250 or 350