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Prepare a library for loading and saving data #19

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bzamecnik opened this issue Sep 26, 2016 · 0 comments
Open

Prepare a library for loading and saving data #19

bzamecnik opened this issue Sep 26, 2016 · 0 comments

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@bzamecnik
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bzamecnik commented Sep 26, 2016

  • high-level tasks:
    • preparing training data (features + labels)
    • preparing data for prediction (features)
  • low-level tasks
    • audio recording to chromagram (frame-wise features)
    • frame-wise features to shape suitable for various DNN architectures:
      • individual frames
    • individual frames + 1D convolution
    • individual frames with context
    • individual frames with context + 2D convolution
    • sequences of frames (for LSTM)
    • sequences of frames (for LSTM) + 1D convolution
    • splitting dataset to training, validation and test splits
    • storing data
  • post-processing tasks
  • saving & loading models
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