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Hands-On Music Generation with Magenta

You're reading from   Hands-On Music Generation with Magenta Explore the role of deep learning in music generation and assisted music composition

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Product type Paperback
Published in Jan 2020
Publisher
ISBN-13 9781838824419
Length 360 pages
Edition 1st Edition
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Author (1):
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Alexandre DuBreuil Alexandre DuBreuil
Author Profile Icon Alexandre DuBreuil
Alexandre DuBreuil
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Table of Contents (16) Chapters Close

Preface 1. Section 1: Introduction to Artwork Generation
2. Introduction to Magenta and Generative Art FREE CHAPTER 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

This chapter is important because it introduces the basic concepts of music generation with machine learning, all of which we'll build upon throughout this book.

In this chapter, we learned what generative music is and that its origins predate even the advent of computers. By looking at specific examples, we saw different types of generative music: random, algorithmic, and stochastic.

We also learned how machine learning is rapidly transforming how we generate music. By introducing music representation and various processes, we learned about MIDI, waveforms, and spectrograms, as well as various neural network architectures we'll get to look at throughout this book.

Finally, we saw an overview of what we can do with Magenta in terms of generating and processing image, audio, and score. By doing that, we introduced the primary models we'll be using throughout...

You have been reading a chapter from
Hands-On Music Generation with Magenta
Published in: Jan 2020
Publisher:
ISBN-13: 9781838824419
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