Practice Content-Based Filtering - 11.2.1 | 11. Recommender Systems | Data Science Advance
K12 Students

Academics

AI-Powered learning for Grades 8–12, aligned with major Indian and international curricula.

Academics
Professionals

Professional Courses

Industry-relevant training in Business, Technology, and Design to help professionals and graduates upskill for real-world careers.

Professional Courses
Games

Interactive Games

Fun, engaging games to boost memory, math fluency, typing speed, and English skillsβ€”perfect for learners of all ages.

games

Practice Questions

Test your understanding with targeted questions related to the topic.

Question 1

Easy

Define content-based filtering in your own words.

πŸ’‘ Hint: Think about how it personalizes suggestions.

Question 2

Easy

What is an item feature? Give an example.

πŸ’‘ Hint: Focus on what describes the item.

Practice 4 more questions and get performance evaluation

Interactive Quizzes

Engage in quick quizzes to reinforce what you've learned and check your comprehension.

Question 1

What does content-based filtering primarily rely on?

  • User preferences
  • Item features
  • Similar users

πŸ’‘ Hint: Think about what aspects of the items are being used for recommendations.

Question 2

True or False: Content-based filtering can recommend a radically different item that a user has never interacted with.

  • True
  • False

πŸ’‘ Hint: Remember the focus of content-based filtering.

Solve 1 more question and get performance evaluation

Challenge Problems

Push your limits with challenges.

Question 1

You have a user who loves horror films but suddenly starts liking romantic comedies. How might this affect the user's profile and the recommendations provided?

πŸ’‘ Hint: Think about how databases track changes in user preferences.

Question 2

Discuss how content-based filtering could be applied to a music streaming service, detailing features that would be important.

πŸ’‘ Hint: Consider different aspects of music that could relate to user preferences.

Challenge and get performance evaluation