gistfile1.txt

// Get the model
DataInputStream dis = new DataInputStream(new FileInputStream(MODEL_path));
INDArray newParams = Nd4j.read(dis);
dis.close();

// Open the model
MultiLayerNetwork deserializedModel = ModelSerializer.restoreMultiLayerNetwork(dis);

// Get the imageFile (sized 28x28) and convert to INDArray
NativeImageLoader nativeImageLoader = new NativeImageLoader();
INDArray indArray = nativeImageLoader.asMatrix(imageFile);

// Do the magic (we have to sort it!)
deserializedModel.output(indArray).data();