An realtime recommendation system supporting online updates
Project description
rtrec: Realtime Recommendation Library in Python
An realtime recommendation system supporting online updates.
Highlights
- ❇️ Supporting online updates.
- ⚡️ Fast implementation (>=190k samples/sec training on laptop).
- ◍ efficient sparse data support.
- 🕑 decaying weights of user-item interactions based on recency.
experimental Rust implementation
Supported Recommendation Algorithims
- Sparse SLIM with time-weighted interactions.
- Factorization Machines using LightFM (to appear)
Installation
pip install rtrec
Usage
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