I don't follow this as numpy is an Python interface to numerical libraries written in C especially when linked to atlas numerical library (disto supplied and other optimized libraries like Intel's are ...
NumPy is for matrices (as well as other things). To wit, matrix = 2D array; vector = 1D array; a vector is just a special case of a matrix; ATLAS is an implementation of BLAS and LAPACK, providing its ...