Just found this, maybe it can help ; maybe it is already well known by many.
https://github.com/krasserm/bayesian-machine-learning
http://krasserm.github.io/2018/03/21/ba ... imization/
and that
https://noisyopt.readthedocs.io/en/latest/
Great input about Bayesian optimization of noisy function methods
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