The code for normalization is actually this:

for i in range(1, len(X.columns)):

X[i-1] = X[i-1]/np.max(X[i-1])

You can check the complete notebook here:

https://github.com/rashida048/Machine-Learning-With-Python/blob/master/linearRegressionWithMultipleFeatures.ipynb