Content-Based Filtering Quiz

Master item profiles, user preferences, TF-IDF, similarity measures, ranking strategies, evaluation metrics, and practical recommendation decisions through interactive challenges with detailed feedback and reports.

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Choose topics, challenge style, scoring rules, and accessibility preferences.

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Keyboard: 14 choose, Enter submit, N next, H hint, S skip.
Question 1 of 10
Score: 0Streak: 0Time: 00:00

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Formula reference

Cosine similarity
cos(A,B) = (A·B) / (||A|| ||B||)
Jaccard similarity
J(A,B) = |A ∩ B| / |A ∪ B|
Precision@K
Relevant recommendations / K
Recall@K
Relevant recommendations / all relevant items
F1 score
2 × precision × recall / (precision + recall)
Weighted profile
Σ(weight × item vector) / Σ(weights)

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