I have written a program that eventually needs to optimize some parameters via an optimization algorithm. Currently, I am using scipy differential evolution algorithm and I have tried using numba library to optimize the performance. It seems to run too slow. I would like to 1. optimize the functions I have written (maybe this has to do with the performance of the optimization procedure) and 2. find a way to calculate these parameters via an optimization algorithm faster.
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I believe you used the numpy library in your code. I have a good experience with numpy having used it in optimization of a deep learning image classification problem and many other similar challenges.