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Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
Define exploitation in the context of reinforcement learning.
π‘ Hint: Consider what an agent does when it has strong past performance data.
Question 2
Easy
What is the opposite of exploitation?
π‘ Hint: Think about how you learn from experiences.
Practice 4 more questions and get performance evaluation
Interactive Quizzes
Engage in quick quizzes to reinforce what you've learned and check your comprehension.
Question 1
What is the main idea of exploitation in reinforcement learning?
- Choosing new actions
- Using past knowledge to maximize rewards
- Randomly selecting actions
π‘ Hint: Think about the meaning of exploiting known actions.
Question 2
True or False: Exploitation can lead to missing out on potentially better actions.
- True
- False
π‘ Hint: Reflect on the balance between known and unknown.
Solve 1 more question and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
Consider a multi-armed bandit scenario where each arm's rewards change after every pull. How would the agent need to adjust its strategy?
π‘ Hint: Remember that environments can be dynamic and require frequent re-evaluation of strategies.
Question 2
Design an experiment to demonstrate the exploration-exploitation trade-off using a simple choice scenario. Describe what metrics you would collect.
π‘ Hint: Think about how you would quantify both aspects of learning in your experiment.
Challenge and get performance evaluation