1.4 - Goal: Maximize cumulative reward
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Practice Questions
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Define cumulative reward.
💡 Hint: Think about the total rewards an agent receives.
What is the primary goal of reinforcement learning?
💡 Hint: It's about making decisions that lead to the best outcome.
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Interactive Quizzes
Quick quizzes to reinforce your learning
What does cumulative reward refer to in reinforcement learning?
💡 Hint: It's related to the concept of winning or achieving goals.
True or False: Cumulative rewards can be negative.
💡 Hint: Consider what happens when rewards are penalties.
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Challenge Problems
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Design a reinforcement learning agent for a video game that maximizes its score. What steps must it take to achieve this, considering it learns from cumulative rewards?
💡 Hint: Think about successful gaming strategies.
Create a plan for an inventory management system using reinforcement learning. How would the system learn to optimize stock levels?
💡 Hint: Consider how businesses manage inventory and the consequences of over/understocking.
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