Not strictly true, regularization in various forms can help have expert knowledge apply to create better extrapolation. Parametric models could be thought of as

Not strictly true, regularization in various forms can help have expert knowledge apply to create better extrapolation. Parametric models could be thought of as a kind of regularization even.