Save CNN or NN Model  by using DLtrain .  DLtrain is to save trained network in a user defined file. ( section 2) 

Save Model by using TensorFlow ( link provides information on how to handle to save a given Deep Learning Network, section 1)

Save Model by using PyTorch ( link provides information on how to handle to save a given Deep Learning Network, section 3)