What are reward functions in AI and why are they important?
Reward functions are crucial in AI as they define the goals of an agent by providing feedback on its actions.
Can you give an example of how a reward function works?
Sure! In a game, a reward function might give points for winning and penalties for losing, guiding the AI's strategy.
How do reward functions affect learning in AI?
They directly influence the learning process by shaping the agent's behavior based on the rewards received for its actions.
What happens if a reward function is poorly designed?
A poorly designed reward function can lead to unintended behaviors, where the AI optimizes for the wrong objectives.
Are there different types of reward functions?
Yes, there are sparse and dense reward functions, each affecting learning speed and strategy differently.
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