import numpy as np

X = np.matrix('1,2,3,4,5,6,7')
Xt = X.getT()
y = np.array('1,2,3,4,5,6,7')

w = np.dot(np.dot(np.linalg.inv(np.dot(Xt,X)),Xt),y)
print(w)