Practice - The Bandit Problem: K Arms, Unknown Rewards
Practice Questions
Test your understanding with targeted questions
What does Multi-Armed Bandit mean?
💡 Hint: Think of casino slot machines.
Define exploration in the context of the bandit problem.
💡 Hint: Why would you want to try new things?
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Interactive Quizzes
Quick quizzes to reinforce your learning
What is the exploration-exploitation trade-off?
💡 Hint: Understand why exploring is just as critical as exploiting!
Are contextual bandits dependent on additional information?
💡 Hint: Consider how context can affect outcomes.
3 more questions available
Challenge Problems
Push your limits with advanced challenges
Design a scenario involving K arms with known reward distributions. How would you develop an effective exploration strategy using ε-greedy?
💡 Hint: Consider how gradual change can improve learning.
In a real-world application utilizing contextual bandits for advertising, outline how you would implement the Thompson Sampling technique.
💡 Hint: Think about how context provides insights for better sampling.
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Reference links
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