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Deep learning for audio processing

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Deep learning for audio processing

Syllabus

  • week01 Introduction to Digital Signal Processing

    • Lecture: Signals, Fourier transform, Spectrograms, MFCC and etc
    • Seminar: Intro in PyTorch, DevOps, R&D in Deep Learning
  • week02 Automatic Speech Recognition I

    • Lecture: Metrics, Attention, LAS, CTC, BeamSearch
    • Seminar: Docker, W&B, Augmentations for Audio
  • week03 Automatic Speech Recognition II

    • Lecture: LM, Fusing, Jasper, QurtzNet, ContextNet
    • Seminar: BPE, LM

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Deep learning for audio processing

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  • Jupyter Notebook 100.0%