Multiple Linear Regression can be handled using the sklearn library as referenced above. I'm using the Anaconda install of Python 3.6.
Create your model as follows:
from sklearn.linear_model import LinearRegression
regressor = LinearRegression()
regressor.fit(X, y)
# display coefficients
print(regressor.coef_)