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Lior Fox's avatar

"Alchemists were so successful in distilling quicksilver from what seemed to be dirt, that after several hundred years [...] still refused to believe that on the chemical level one cannot transmute metals. To avoid the fate of the alchemists, it is time we asked where we stand"

--- Alchemy and Artificial Intelligence, Dreyfus 1965; https://www.rand.org/content/dam/rand/pubs/papers/2006/P3244.pdf

[Nowadays, the alchemy metaphor is of course well-known due to Rahimi and Recht (https://archives.argmin.net/2017/12/05/kitchen-sinks/). I find a specific sense of irony in the fact that while R&R "alchemy" critique was mostly of contemporary DL practice -- an extreme version of the distributed/fuzzy/statistical/"connectionist" approach, the Dreyfus' "alchemy" critique is mostly of symbolic/formal/rule-based approaches, implicitly advocating _for_ more statistical approaches! And so the pendulum keeps on swinging...]

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JavaidShackman's avatar

This is beautiful and needs to be WIDELY read.

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