To restore the network model, call the restoreMultiLayerNetwork() method:

ModelSerializer.restoreMultiLayerNetwork(new File("model.zip"));

Additionally, if you use the latest version, 1.0.0-beta 4, you can use the load() method offered by MultiLayerNetwork:

MultiLayerNetwork restored = MultiLayerNetwork.load(locationToSave, saveUpdater);