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I'm not familiar with the ins and outs of self driving cars but I imagine that the action space is not discrete. For instance, the car may want to decide what angle it needs to turn (rather than left or right). The update in Q-Learning involves taking $\max_aQ(s,a)$; this is theoretically possible for a continuous action space but it would itself require ...

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