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There’s a whole field around 1 called explainable ai. Interestingly, one of the SOTA techniques, SHOP values, comes from economics (game theory).

Regarding the article, I think it was a good read, but as a data scientist on a research at Amazon, there’s a reason our interviews have shifted from stats-heavy to more cs-heavy: the ability to actually implement and maintain analytic products is just more useful. (Note, this isn’t across the board - we still hire PhD-level candidates to do research).




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