If you are into reinforcement learning and looking for an alternate meta heruistic try this book. This is one of the few books that you can find in this area. It gives a brief description of Ant colony optimisation which is an agent based optimisation method that is influenced from emergent behaviour of simple and individual ants in the nature. I was particularly interested with antnet routing algorithm which is explained in detail in one chapter.
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