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Re:BoTorch – Bayesian Optimization in PyTorch by fastneutron on Friday September 01, 2023 @09:08AM (#37350341)
These two references are both really good, and freely available:

Bayesian Optimization - https://bayesoptbook.com/

Surrogates - https://bobby.gramacy.com/surrogates/

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