Performance comparison: Genetic programming vs Bayesian Optimization

Hello everyone,

I was wondering if anyone has worked on this subject. I will soon go about and try to test this out but before that I thought I'd ask for past experience.

I was thinking that such a comparison might be valuable in the sense that it might provide hints on areas of improvement for Tpot as well.

Since I am a beginner, I would welcome any thoughts from more experienced users on how to properly structure this comparison, types of problems, datasets, etc.

Thank you in advance.

Kind regards,
Theodore.