But if the point of Machine Learning is to generalise a given dataset, wouldn't a particular pattern (the one one wishes to forget) be (unintentionally) found g

But if the point of Machine Learning is to generalise a given dataset, wouldn't a particular pattern (the one one wishes to forget) be (unintentionally) found given other unrelated and/or similar patterns?