Please suggest a Linear Algebra book with an introduction and rigorous theory (description) on Eigenvectors , eigen-values , Cayley-Hamilton theorem , Diagonalisation of matrices ; Quadratic forms ( Sylvester's Law , rank , signature , reduction to canonical forms ) .
Thanks in advance
I suggest Linear Algebra by Serge Lang. I studied those arguments using that book and it's excellent.