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Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
What are eligibility traces used for in TD(λ)?
💡 Hint: Think about how rewards are recalled after multiple actions.
Question 2
Easy
Describe the range of the λ parameter in TD(λ).
💡 Hint: Consider the extremes of reward consideration.
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 do eligibility traces do in TD(λ)?
- Only consider immediate rewards
- Record past experiences for credit assignment
- Eliminate past actions from consideration
💡 Hint: Think about how agents remember choices.
Question 2
True or False: TD(λ) only relies on the most recent action for updates.
- True
- False
💡 Hint: Consider how performance feedback is processed over time.
Solve 1 more question and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
Consider a robot learning to navigate a maze. How would using eligibility traces improve its learning compared to a simple Q-learning approach?
💡 Hint: Reflect on the importance of path choices in reinforcement learning.
Question 2
Design an experiment comparing the learning rates of TD(λ) with different λ values. What measurements would you take?
💡 Hint: Think about how you could visualize the outcomes.
Challenge and get performance evaluation