The situations they encounter are analogous to a state.The environment could in your house, with you. Your dog is an "agent" that is exposed to the environment.That's exactly how Reinforcement Learning works in a broader sense: Similarly, dogs will tend to learn what not to do when face with negative experiences. That's like learning "what to do" from positive experiences. Now guess what, the next time the dog is exposed to the same situation, the dog executes a similar action with even more enthusiasm in expectation of more food. If the dog's response is the desired one, we reward them with snacks. We emulate a situation (or a cue), and the dog tries to respond in many different ways. The dog doesn't understand our language, so we can't tell him what to do. Consider the scenario of teaching a dog new tricks.
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