thomblake comments on Seeking advice on using evolutionary methods to solve the 3-body problem - Less Wrong Discussion
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For what it's worth, that's a tried-and-true method to be extremely successful. Sadly, "machine learning" is the new electric motor, not "evolutionary algorithms".