How to hyperparameter search over different dataset sizes simultaneously #5421
Unanswered
mmcdermott
asked this question in
Q&A
Replies: 0 comments
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
-
Hi All,
I am studying the behavior of neural network models as a function of dataset size; to this end, I need to ensure I use appropriately tuned models for each different dataset size I study. I could just choose a static set of dataset sizes and run independent hyperparameter searches for each, of course, but that seems wasteful as the hyperparameters chosen should be correlated across the different dataset sizes, so if I somehow could do all the searches at once, while still ensuring I search over all dataset sizes sufficiently, that would be better. Is such a thing possible in Optuna? Thanks!
Beta Was this translation helpful? Give feedback.
All reactions