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\section{Sheepherding}  Sheephearding is one of the oldest trades, where a herder (with help of one or multiple dogs) tries to herd sheep.  In this project, we define a simplified model of sheepherding where dogs try to move sheep to a target.   We then use simulations and reinforcement learning to train an AI for the dogs that is capable of performing several tasks related to sheepherding.