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Test your understanding with targeted questions related to the topic.
Question 1
Easy
What is collaborative filtering?
π‘ Hint: Think about how platforms personalize your suggestions.
Question 2
Easy
Name a real-world application of collaborative filtering.
π‘ Hint: Consider streaming or e-commerce platforms.
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 collaborative filtering primarily rely on?
π‘ Hint: Consider what information the system uses to recommend.
Question 2
True or False: Item-based collaborative filtering suggests items based on the target user's preferences.
π‘ Hint: Think about where the similarity analysis is focused.
Solve and get performance evaluation
Push your limits with challenges.
Question 1
Propose a new product recommendation system using collaborative filtering. Describe its features and methods.
π‘ Hint: Think of combining multiple strategies for better user experience.
Question 2
How would you address the issue of sparsity in collaborative filtering? Provide specific methods.
π‘ Hint: Consider modeling techniques or data enrichment strategies.
Challenge and get performance evaluation