Comment by threeducks

You don't have to wrap the lists in np.array if you use NumPy functions (or if one of the arguments already is a NumPy array, which usually is the case):

    from numpy import *

    A = [[1, 2], [3, 4]]
    x = [[5], [6]]
    y = dot(A, x)