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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

Chapter 1: Introduction to Magenta and Generative Art

  1. Randomness.
  2. Markov chain.
  3. Algorave.
  4. Long short-term memory (LSTM).
  5. Autonomous systems generate music without operator input; assisting music systems will complement an artist while working.
  6. Symbolic: sheet music, MIDI, MusicXML, AbcNotation. Sub-symbolic: raw audio (waveform), spectrogram.
  7. "Note On" and "Note Off" timing, pitch between 1 and 127 kHz, velocity, and channel.
  8. At a sample rate of 96 kHz, the Nyquist frequency is 96 kHz/2 = 48 kHz and the frequency range is 0 to 48 kHz. This is worse for listening to audio since 28 kHz of audio is lost on the ear (remember anything over 20 khz cannot be heard), and that sampling rate is not properly supported by much audio equipment. It is useful in recording and audio editing though.
  9. A single musical note, A4, is played for 1 second loudly.
  10. Drums, voice (melody...
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