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I agree with this comment because ML comprises some techniques that are still not understood [1].

I would like to think that statistics comes more from a pure math approach, loosely, while ML comes from an applied math approach, loosely. ML works spectacularly well on a class of problems. Why it does what it does is (in)conveniently brushed under the rug. How you treat that (in)convenience is left to you.

[1] - https://www.quantamagazine.org/20151203-big-datas-mathematic...