Tutorials
See tutorials here: https://github.com/MobileTeleSystems/RecTools/tree/main/examples
- Simple example of building recommendations with RecTools
- Example of model selection using cross-validation with RecTools
- Examples of calculating different metrics with RecTools
- Examples of constructing datasets with features in RecTools
- Benchmark quality: RecTools wrapper for iALS with features
- Benchmark inference speed: RecTools wrapper for LightFM
- Example of VisualApp for recommendations
- Prepare data
- Simple visualization example
- Details on
VisualApp
features- 1. How to process pd.DataFrame values into any desired html code (e.g. display actual images from links)
- 2. How to add random users for visualization
- 3. How to pass multiple models for visualization
- 4. How to save
VisualApp
and easily access the same widgets later - 5. Hot to visualize item-to-item recommendations
- Final app example