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