Zheng-Chao Han
This is a course for graduate students in science, engineering, and statistics. It will cover matrix decomposition methods, solution of linear systems, spectral decomposition, singular value decomposition. Applications of these algorithms will be an integral part of the course.
Gilbert Strang: Linear algebra and its applications
Familiarity with undergraduate level linear algebra/matrix operations