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StephenSRMMartin t1_ir49a19 wrote

Noone seems to be mentioning Bayesian optimization - but I'll suggest Bayesian optimization.

Yes, you need to probably use a subsample, or a reduced model. But Bayesian optimization is a principled approach to exactly this problem.

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