Here is a little summary of tridiagonal matrix: (But I dunno through what materials to learn a full version of them.)
Eigenvalues and eigenvectors of tridiagonal uniform matrices
How to transform unsymmetrical tridiagonal matrix to symmetrical one
Eigenvalue Plots of Certain Tridiagonal Matrices
How do you have a great summer on the cheap?