Mobile Deep Learning with TensorFlow Lite, ML Kit and Flutter

Creating the LSTM-based model

In this section, we'll be working on the MusicGenerate.ipynb notebook inside the Jupyter notebook environment:

1. We'll require quite a few module imports in this notebook. Use the following code to import them:

import midofrom mido import MidiFile, MidiTrack, Messagefrom tensorflow.keras.layers import LSTM, Dense, Activation, Dropout, Flattenfrom tensorflow.keras.preprocessing import sequencefrom tensorflow.keras.models import Sequentialfrom tensorflow.keras.optimizers import Adamfrom sklearn.preprocessing import MinMaxScalerimport numpy as np

We've used the mido library. If you do not have it installed on your system, you can use the following command to install it:

pip install mido

Notice in the preceding  ...