Collaborative Filtering

concepts · 7 notes linked

Related: Matrix Factorization · Recommendation Systems · Recommender Systems · Microsoft · Github · Movielens · Singular Value Decomposition · Microsoft Recommenders

Notes

• Collaborative Filtering — Machine Learning | Google for Developers — User-item embedding learning via collaborative similarity without hand-engineering
• GitHub - recommenders-team/recommenders: Best Practices on Recommendation Systems — Microsoft open-source repository of recommendation algorithm best practices
• GitHub - recommenders-team/recommenders: Best Practices on Recommendation Systems — Microsoft open-source repository of recommendation algorithm best practices
• Matrix Factorization (d2l.ai) — Collaborative filtering via low-rank user-item interaction matrix decomposition
• Matrix Factorization for Movie Recommendations in Python — Low-rank SVD matrix factorization for collaborative filtering movie recommendations
• Monday, December 11, 2006 — Simon Funk's Netflix Prize SVD collaborative filtering algorithm explained
• Simple Movie Recommender Using SVD — SVD-based movie recommender using cosine similarity on principal components