Sounds like you're talking about over-fitting the data. Or perhaps just not providing an evaluation function that is sufficiently general. All ML can fall into

Sounds like you're talking about over-fitting the data. Or perhaps just not providing an evaluation function that is sufficiently general. All ML can fall into this trap.