RecSys TODO - Medium Term

[suranah]

API & Interfaces

• [ ] Read from various file formats
• [ ] Output results to different formats
• [ ] Functions to test and benchmark the quality of recommendation system
• [ ] Cross-fold datasets and testing

New Recommendation Algorithms & Techniques

• [ ] SGD matrix factorization
• [ ] Neighborhood methods
• [ ] Functions for assesing user and item similarity

Misc Tasks

• [ ] Add incremental factorization / partial co-learning methods for user update/insert calls
• [ ] Iterate over Jupyter demo
• [ ] Iterate over the toy dataset

Jupyter Demo

Focus on those this limited or no knowledge of recommendor systems. Explain recommendor systems basics, how to use our package, and some interesting demo/ features. Use toy dataset for the basics.