Math & CS can be used to model chess, but you don't need to understand this formalism in order to play chess. Not even at the highest level.
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I would imagine most fields have a significant shadow price for math literacy, I wonder if ML is marginally larger.
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also statistics
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You could extend the statement to CS as a whole probably.
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this is why it became so popular. (that and
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