Audio Data Augmentation: Techniques, Theory, and Implementation

Audio Data Augmentation: Techniques, Theory, and Implementation

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Raw audio augmentation transformation - Noise addition

11 of 16

11 of 16

Raw audio augmentation transformation - Noise addition

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Audio Data Augmentation: Techniques, Theory, and Implementation

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  1. 1 Intro
  2. 2 Why is Audio Data Augmentation Important and What it is?
  3. 3 How does data augmentation work?
  4. 4 Audio data augmentation approaches
  5. 5 Audio data augmentation applications
  6. 6 Audio data representations
  7. 7 Audio data augmentation types
  8. 8 Raw audio augmentation transformation - Time shifting
  9. 9 Raw audio augmentation transformation - Time stretching
  10. 10 Raw audio augmentation transformation - Pitch scaling
  11. 11 Raw audio augmentation transformation - Noise addition
  12. 12 Raw audio augmentation transformation - Polarity inversion
  13. 13 Raw audio augmentation transformation - Random gain
  14. 14 Spectrogram augmentation transformation - Time masking
  15. 15 Spectrogram augmentation transformation - Frequency masking
  16. 16 Audio data augmentation Libraries in Python

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