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Jun 4, 2016 · Artificial Intelligence

Collaborative Filtering Recommendation Systems: Evaluation Metrics, User‑Based and Item‑Based CF with Python Implementations

This article reviews recommendation system evaluation metrics such as precision, recall, coverage and novelty, explains the principles of user‑based and item‑based collaborative filtering, provides complete Python code for each method, and compares their characteristics and suitable application scenarios.