Much effort has recently been devoted to utilizing the derivative-free optimization methods to eschew the computation of gradients and showcase an augmented level of robustness in few-shot settings.

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Picking the right artificial intelligence and machine learning book depends on your current knowledge and what you want to ...

Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.

[JMLR (CCF-A)] PyPop7: A Pure-Python LibrarY for POPulation-based Black-Box Optimization (BBO), especially *Large-Scale* variants (from evolutionary computation, swarm intelligence, statistics, ...