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It's not anywhere near as simple as "replace heuristic with model". This paper is a good one to disabuse yourself of that notion:


This is from the team at Google with the longest experience deploying machine learning (early 2000's, pre-deep learning).

(Contrary to popular belief, machine learning was basically unused in Google's search ranking until pretty recently.)

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