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Test your understanding with targeted questions related to the topic.
Question 1
Easy
Define the term 'UCB'.
π‘ Hint: What does UCB stand for?
Question 2
Easy
What are the two main strategies debated in reinforcement learning?
π‘ Hint: Think of how a learner tests new skills versus utilizing known skills.
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 does UCB stand for?
π‘ Hint: Consider what 'C' might represent in machine learning contexts.
Question 2
True or False: UCB guarantees to never explore.
π‘ Hint: Think about how exploration impacts learning!
Solve 1 more question and get performance evaluation
Push your limits with challenges.
Question 1
Consider a scenario where a UCB algorithm is used to select ads on a website. Describe how it would adjust selections over time if one ad consistently outperforms others.
π‘ Hint: Think about how reward updates influence decision-making.
Question 2
Suppose you implemented the UCB in a multi-armed bandit problem. Can you outline the steps required to evaluate and adjust your strategy after 100 trials?
π‘ Hint: Remember to factor in both your current knowledge and the uncertainty around less chosen actions.
Challenge and get performance evaluation