The IDEA BEHIND reinforcement learning is you don't NECESSARILY know the actions you might take, so you explore the sequence of actions you should take by taking one that you think is a good idea and then OBSERVING how the world reacts. Like in a board game where you can REACT to how your opponent plays.
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