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bzamecnik
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ml
Machine learning projects, often on audio datasets
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Prepare a library for loading and saving data
#19
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bzamecnik
opened
8 years ago
bzamecnik
commented
8 years ago
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