How to multiply numpy 2D array with numpy 1D array?

You need to convert array b to a (2, 1) shape array, use None or numpy.newaxis in the index tuple:

import numpy
a = numpy.array([[2,3,2],[5,6,1]])
b = numpy.array([3,5])
c = a * b[:, None]

Here is the document.