The Internet might be filled at the brim with a lot of information about training as well as evaluating the recommenders, but too much info could overwhelm you. Are you looking to get a clear understanding of the ways to beat different challenges revolving around a full-scale system? If yes, then start reading:
- Dynamic Prediction
When you are dealing with a large user-base dimensionality, it could be a big deal to pre-compute every recommendation.