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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

Technical requirements

In this chapter, we'll use the following tools:

  • A command line or Bash to launch Magenta from the Terminal
  • Python and its libraries to write specific training configuration for a model
  • Magenta and Magenta GPU to train our models
  • TensorBoard to verify the training metrics
  • Google Cloud Platform to offload the training in the cloud

In Magenta, we'll make the use of the Drums RNN, Melody RNN, and MusicVAE models for training. We'll be explaining the training for those models, but if you feel like you need more information, the model's README in Magenta's source code (github.com/tensorflow/magenta/tree/master/magenta/models) is a good place to start. You can also take a look at Magenta's code, which is well documented. We have also provided additional content in the last section, Further reading.

The code for this chapter is in...

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