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Test your understanding with targeted questions related to the topic.
Question 1
Easy
What is a stochastic bandit?
π‘ Hint: Think about how you would make choices with uncertain outcomes.
Question 2
Easy
Define exploration in stochastic bandits.
π‘ Hint: What would you do to gather more information about rewards?
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 defines a stochastic bandit?
π‘ Hint: Focus on what 'stochastic' implies about the rewards.
Question 2
True or False: Exploration is less important than exploitation.
π‘ Hint: Think about why learning is necessary in uncertain environments.
Solve and get performance evaluation
Push your limits with challenges.
Question 1
Consider a scenario where you have three advertising options with unknown click-through rates. Explain how you would apply the Ξ΅-greedy strategy over ten trials.
π‘ Hint: Think about how often you'd switch versus stick with the current best performer.
Question 2
Create a simulation for a stochastic bandit with five arms where the true rewards for each arm are hidden. Explain how you would implement Thompson Sampling and what outcomes to track.
π‘ Hint: Consider how you would keep track of successes and how it affects future probabilities.
Challenge and get performance evaluation