Plotting the network structure

Perhaps, the more convenient way to explore the structure of the network is to draw a picture. Let's do that:

from IPython.display import SVG 
from keras.utils.vis_utils import model_to_dot 
 
SVG(model_to_dot(model, show_shapes=True).create(prog='dot', format='svg')) 
 
from IPython.display import Image 
from keras.utils import plot_model 
plot_model(model, show_shapes=True, show_layer_names=True, to_file='model.png') 

See the Figure 9.10 for the result.