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What you might have heard could have been a formulation of a No Free Lunch Theorem. Loosely, those results say that you can either have an optimization algorithm that does fairly well on many problems, or really well on some problems, but not both. Genetic Algorithms are rather broad classes of optimizers, so you can typically apply them to many types of ...

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