visualization the features in each layer for convolution neural network

 i used the code in this link to visualize the feature 
https://www.mathworks.com/help/nnet/examples/visualize-features-of-a-convolutional-neural-network.html

i get features for alexnet architecture , but I expected features for my dataset which is completely different than alexnet. so how can i visualize features for the new dataset