Use ModelSerializer to persist the model: File modelFile = new File("model.zip"); ModelSerializer.writeModel(multiLayerNetwork,file, saveUpdater); Add a normalizer to the persisted model: ModelSerializer.addNormalizerToModel(modelFile,dataNormalization);