SciPy

This is a Python based scientific computing library and contains several advanced algorithms for optimization, linear algebra, signal processing, statistics, and so on.  

An example to compute eigen values and eigen vectors of a two-dimensional array is as follows:

from scipy import linalg

A = [[5, 6], [7, 8]]
eig_vals, eig_vectors = linalg.eig(A)