I have used this software to successfully create a genetic algorithm python script that I use to tune parameters on extra tree classifiers and RDF classifiers. It is pretty easy to use and you can make almost any type of GA with it. It is open source so you can go in a tinker with it.
Welcome to Pyevolve documentation ! — Pyevolve v0.5 documentation
There is a great pyevolve tutorial here:
A Coder's Musings: Curve fitting with Pyevolve
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