I am interested in one detail regarding the calculation of eigenvalues and eigenvectors. The equation one starts with is for a matrix A, a vector x and a scaler $\lambda$ the following:
Ax = $ \lambda $x
where x $\neq$ 0. How does it follow now, that the matrix A-I*$\lambda$ is singular (i.e. its determinant is equal to zero)?