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Are there excellent references for machine learning, deep learning and ai for DSP researchers?

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For understanding conv nets, I recommend works on scattering theory which provide the best explanation of their success I know of, with interpretability and mathematical rigor:

A precursor is the Continuous Wavelet Transform - nice tutorial.

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