Modern Mathematical Theory for Neural Networks, Cellular Automata, Neuroscience

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Is it possible for someone to do research on subjects like neural networks, cellular automata, or neuroscience as an applied mathematician?

I have in mind the theoretical development of these fields, especially utilizing modern mathematics, e.g. algebraic geometry, differential operators, Lie groups, category theory...