Does this include the state of the network in its already-trained state? It looks like we need to train it with the $6000 dataset if we want to get good results

Does this include the state of the network in its already-trained state? It looks like we need to train it with the $6000 dataset if we want to get good results like those mentioned. Is it possible for its state to be saved to disk and restored (so we don't all need a copy of the dataset)?