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Test your understanding with targeted questions related to the topic.
Question 1
Easy
What does Multi-Armed Bandit mean?
π‘ Hint: Think of casino slot machines.
Question 2
Easy
Define exploration in the context of the bandit problem.
π‘ Hint: Why would you want to try new things?
Practice 4 more questions and get performance evaluation
Engage in quick quizzes to reinforce what you've learned and check your comprehension.
Question 1
What is the exploration-exploitation trade-off?
π‘ Hint: Understand why exploring is just as critical as exploiting!
Question 2
Are contextual bandits dependent on additional information?
π‘ Hint: Consider how context can affect outcomes.
Solve 3 more questions and get performance evaluation
Push your limits with challenges.
Question 1
Design a scenario involving K arms with known reward distributions. How would you develop an effective exploration strategy using Ξ΅-greedy?
π‘ Hint: Consider how gradual change can improve learning.
Question 2
In a real-world application utilizing contextual bandits for advertising, outline how you would implement the Thompson Sampling technique.
π‘ Hint: Think about how context provides insights for better sampling.
Challenge and get performance evaluation