Recommendation Systems › Cold Start Problem in Recommendations

What is Cold Start Problem in Recommendations

Beginner

Answer

The cold start problem in recommendations refers to the difficulty of making good suggestions for new users or new items that do not yet have enough interaction history.

Real-world example A new user who just signed up for a streaming service faces the cold start problem, so the app initially recommends generally popular shows.

Common follow-ups: What is Recommendation Systems, How is Cold Start Problem in Recommendations evaluated in practice, What tools are commonly used for Cold Start Problem in Recommendations

Recommendation Systems topics: Introduction to Recommendation Systems Collaborative Filtering Content-Based Filtering