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Synchrosqueezed Wavelet Transform is a powerful timeseries preprocessing method, shown to improve model performance in audio and speech contexts, along ECG and EEG classification. Originally available only in MATLAB, now ported to Python along several improvements and additions, in ssqueezepy:
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