Recommender Systems Resources

A list of great resources of recommender systems

Recommender systems in general

• Matrix Factorization Techniques for Recommender Systems - Koren 2009
• CS3220 Lecture Notes: Singular Valuedecomposition and applications
• 7 steps machine learning with Python
• Movix.ai — movie recommendations with Deep Learning

Recommendations with explicit ratings

• Explicit Matrix Factorization: ALS, SGD, and All That Jazz

Recommendations with implicit ratings

• A Gentle Introduction to Recommender Systems with Implicit Feedback
• Implicit Recommender Systems - Biased Matrix Factorization - Activision Game Science
• Logistic Matrix Factorization for Implicit Feedback Data Spotify

Tag based recommendations

• Slides of Tag Recommender system

Hybrid approaches

• Maciej Kula - Hybrid Recommender Systems in Python Talk