I think the distinction which is being attempted here is that the word formula implies the sort of thing that one might write out and twiddle with the factors until the desired result was achieved, i.e., one could actually see and understand its components. Whereas, the NN is thousands of parameters which no human can hope to understand, much less intelligently tweak.
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