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Which metric would you use to evaluate a recommendation system?
Practice Questions
Q1
Which metric would you use to evaluate a recommendation system?
Mean Squared Error
Precision at K
F1 Score
Recall
Questions & Step-by-Step Solutions
Which metric would you use to evaluate a recommendation system?
Steps
Concepts
Step 1: Understand what a recommendation system does. It suggests items to users based on their preferences.
Step 2: Learn about evaluation metrics. These are ways to measure how well the recommendation system is performing.
Step 3: Know that 'Precision at K' is one of these metrics. It tells you how many of the top K recommended items are actually relevant to the user.
Step 4: Realize that a higher Precision at K means the recommendation system is doing a better job of suggesting items that users like.
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