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Complex systems theory is probably a better area to at least get to grips with if you want to gain at least an idea of what the shape of our lack of our understanding is like, vis-a-vis cognition etc.

Automatic differentiation is too deep in the weeds whereas the 'behaviour' of neural networks is more emergent.




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