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> This is something I am interested and considering as a possible future for my career, coming from a math background and starting to dip my toes into ML.

This is a great time and place to be! Neural networks are the twenty-first century Fourier series. It's just that we don't yet understand them. We can easily run them (synthesis) but we are missing the analysis. There's a lot of math to do here.



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