Practice - Online Recommendations and Ads
Practice Questions
Test your understanding with targeted questions
What do we mean by exploration in online recommendations?
💡 Hint: Think about variety vs. familiarity.
What is a Multi-Armed Bandit?
💡 Hint: Related to a gambling machine.
4 more questions available
Interactive Quizzes
Quick quizzes to reinforce your learning
What is the primary goal of reinforcement learning in online recommendations?
💡 Hint: Consider what drives platform success.
True or False: Contextual bandits always provide the same recommendations regardless of user profile.
💡 Hint: Think about how personalization works.
1 more question available
Challenge Problems
Push your limits with advanced challenges
Design a user interface feature that uses a multi-armed bandit approach to improve content recommendations on a blog.
💡 Hint: Think about how you could gather feedback on user preferences.
Simulate a simple scenario comparing the effectiveness of exploration vs. exploitation in an online advertisement campaign.
💡 Hint: What metrics would you choose to measure efficacy?
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Reference links
Supplementary resources to enhance your learning experience.