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Hands-On Music Generation with Magenta

You're reading from  Hands-On Music Generation with Magenta

Product type Book
Published in Jan 2020
Publisher
ISBN-13 9781838824419
Pages 360 pages
Edition 1st Edition
Languages
Author (1):
Alexandre DuBreuil Alexandre DuBreuil
Profile icon Alexandre DuBreuil

Table of Contents (16) Chapters

Preface 1. Section 1: Introduction to Artwork Generation
2. Introduction to Magenta and Generative Art 3. Section 2: Music Generation with Machine Learning
4. Generating Drum Sequences with the Drums RNN 5. Generating Polyphonic Melodies 6. Latent Space Interpolation with MusicVAE 7. Audio Generation with NSynth and GANSynth 8. Section 3: Training, Learning, and Generating a Specific Style
9. Data Preparation for Training 10. Training Magenta Models 11. Section 4: Making Your Models Interact with Other Applications
12. Magenta in the Browser with Magenta.js 13. Making Magenta Interact with Music Applications 14. Assessments 15. Other Books You May Enjoy

Summary

In this chapter, we introduced an RNN and the role it plays in music generation, by showing that operating on a sequence and remembering the past are mandatory properties for music generation.

We also generated a MIDI file using the Drums RNN model on the command line. We've covered most of its parameters and learned how to configure the model's output. By looking at the generation algorithm, we explained how it worked and how the different flags can change its execution.

By using the Drums RNN model in Python, we've shown how we can build a versatile application. By doing that, we learned about the MIDI specification, how Magenta encodes NoteSequence using Protobuf, and how to encode a sequence as a one-hot vector. We've also introduced the idea of sending the generated MIDI to other applications, a topic we'll cover in Chapter 9, Making Magenta...

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