[Tainnor]

I'm not a data scientist, but

> for all you know it decided that the 10th decimal place of some feature was predictive

isn't this kind of a misfeature of the model? If it really depends that highly on a function output that's not guaranteed to be precise even in the best of cases and certainly not when you have to assume noisy input data... that doesn't seem to be particularly robust.