[PaulHoule]

I've used ML to supplement straightforward heuristics before.

For instance, I built a fuzzy matcher for business addresses which was based on hand-rolled heuristics but used logistic regression to train a probability estimator that the match was correct and then hand-evaluated a few thousand matches so that the matcher knew the quality of results it was returning.