I have so many results files. SO MANY. and I have no idea what most of them are, except that I know that the most recent ones were used in my write-up.

so what the hell do I do with the rest???

on a more specific but related note,

KEEP TRACK OF YOUR HYPERPARAMETER TESTING

- the values you tested
- the metric(s) you optimized over (yes, one of these can be time)
- how you performed the testing (did you do a grid search? did you test each one individually? if so, what order did you test them in?)

@nimirea I forget where I heard it, but: there are always at least two people working on your code: you and you in six months. I try to keep that anecdote in mind whenever I work on long-term projects.