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I faced a similar question, and in general it is tough in Python world because choosing a derivative-free optimizer requires one to compare scipy.optimize, dlib, ax-platform, hyperopt, nevergrad, optuna, bayesopt, platypus, pymoo, pySOT and skopt (and more by the time you read this) and there is barely a convention in common. I finally decided I would just ...

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