Practice - What is Exploration?
Practice Questions
Test your understanding with targeted questions
What does exploration mean in reinforcement learning?
💡 Hint: Think about how you'd find the best path in an unfamiliar area.
What is the ε-greedy strategy?
💡 Hint: This strategy is a mix of random and best-known choices!
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Interactive Quizzes
Quick quizzes to reinforce your learning
What is the primary goal of exploration in reinforcement learning?
💡 Hint: Think about why you'd want to try something new.
True or False: Exploitation focuses on trying new actions.
💡 Hint: Remember the definitions of both terms!
1 more question available
Challenge Problems
Push your limits with advanced challenges
Design an agent that must learn in an environment where the rewards are highly unpredictable. Explain how you would balance exploration and exploitation.
💡 Hint: Consider starting with more exploration and transitioning to exploitation.
Analyze a scenario in an online advertisement system implementing UCB. Discuss how it handles the exploration-exploitation trade-off.
💡 Hint: Think about how current performance and uncertainty balance each other.
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Reference links
Supplementary resources to enhance your learning experience.