Bayes optimallashtirish uchun eng ko'p ishlatiladigan uchta Python kutubxonalari quyidagicha: Scikit-Optimize (skopt) GPyOpt Bayes optimallashtirish Scikit-Optimize (skopt) mashhur Scikit-learn kutubxonasi bilan integratsiyalashuvi va foydalanish osonligi tufayli eng tavsiya etilgan kutubxona hisoblanadi. Mana, Scikit-Optimize yordamida Bayes optimallashtirishni Gauss jarayoni surrogat modeli va kutilayotgan yaxshilanishlarni olish funksiyasi bilan amalga oshirishning asosiy misoli: import numpy as from sk import gp_minimize from skopt.space Real import from skopt.utils use_named_args # Define the objective function def_function objective_(x return): (np.sin5 * [0]) x np (1 - np.tanx ** ** (h0) 2)
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