Hinton did study physics
It's interesting that Geoff Hinton initially did study physics (a fact I wasn't aware of until now) but dropped out after the first year because the math the students were required to do was too complicated for him. In fact machine learning also requires some knowledge of higher mathematics; but it's likely not that difficult.
In any case, probably I'd be talented enough for a math course for physics students.
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