This is a class at NTU by the professor Yi-Fan Yang. The main textbook is Linear Algebra (4-th edition) written by Friedberg, Insel, and Spence.
Exponential of Matrix / ODE / Rational Form
Hilbert Space and basic Fourier Analysis
Inner Product Space Review and Hilbert Space (sequal)
Singular Value Decomposition and Pseudoinverse
Structure Theorem of Alternating Bilinear Form
Condition Number and the Rayleigh Quotient