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Sure, but only a handful of people really employ advanced calculus for building ML, while the vast majority of Data Scientist only use the ML algorithms implementations as a black box, without diving into its inner workings.

I realize that there is a certain conflict here, since I'm happy to program computers without understanding the physics of transistors, but your comment makes me nervous.

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