[P] Fastest wavelet transforms in Python + synchrosqueezing

This page summarizes the projects mentioned and recommended in the original post on /r/MachineLearning
signal-processing scattering-transform Python wavelets synchrosqueezing

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  • ssqueezepy

    Synchrosqueezing, wavelet transforms, and time-frequency analysis in Python

    • ssqueezepy 0.6.1 released w/ benchmarks, CWT up to x75 faster than PyWavelets on CPU and x900 on GPU (and more correct). STFT also CPU- and GPU-accelerated, and both synchrosqueezed.

  • kymatio

    Wavelet scattering transforms in Python with GPU acceleration

    • Also see Kymatio for SOTA on timeseries with limited data, fast and differentiable; nice lecture.

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NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

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