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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

Magenta in the Browser with Magenta.js

In this chapter, we'll talk about Magenta.js, a JavaScript implementation of Magenta that has gained in popularity for its ease of use, since it runs in the browser and can be shared as a web page. We'll introduce TensorFlow.js, the technology upon which Magenta.js is built, and show which models are available in Magenta.js, including how to convert our previously trained models. Then, we'll create small web applications using GANSynth and MusicVAE, for sampling audio and sequences respectively. Finally, we'll see how Magenta.js can interact with other applications, using the Web MIDI API and Node.js.

The following topics will be covered in this chapter:

  • Introducing Magenta.js and TensorFlow.js
  • Creating a Magenta.js web application
  • Making Magenta.js interact with other apps
...
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