nevergrad
Nevergrad offers a powerful Python solution for gradient-free optimization across bounded continuous and discrete variables, featuring the versatile NGOpt optimizer. This tool streamlines complex minimization tasks and integrates easily with Python, suiting diverse applications from research to practice. Comprehensive documentation and a supportive community enhance its practical use.