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Knowledge
Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
What does exploration mean in reinforcement learning?
π‘ Hint: Think about how you'd find the best path in an unfamiliar area.
Question 2
Easy
What is the Ξ΅-greedy strategy?
π‘ Hint: This strategy is a mix of random and best-known choices!
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 primary goal of exploration in reinforcement learning?
- To maximize immediate rewards
- To gather information about the environment
- To exploit known rewards
π‘ Hint: Think about why you'd want to try something new.
Question 2
True or False: Exploitation focuses on trying new actions.
- True
- False
π‘ Hint: Remember the definitions of both terms!
Solve 1 more question and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
Design an agent that must learn in an environment where the rewards are highly unpredictable. Explain how you would balance exploration and exploitation.
π‘ Hint: Consider starting with more exploration and transitioning to exploitation.
Question 2
Analyze a scenario in an online advertisement system implementing UCB. Discuss how it handles the exploration-exploitation trade-off.
π‘ Hint: Think about how current performance and uncertainty balance each other.
Challenge and get performance evaluation