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Feature/gifs_in_readme #192

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25 changes: 25 additions & 0 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -121,6 +121,31 @@ See [recommender baselines extended tutorial](https://github.com/MobileTeleSyste
- For feeding user/item features to model just specify dataframes when constructing `Dataset`. [Check our tutorial](examples/4_dataset_with_features.ipynb)
- For warm / cold inference just provide all required ids in `users` or `target_items` parameters of `recommend` or `recommend_to_items` methods and make sure you have features in the dataset for warm users/items. **Nothing else is needed, everything works out of the box.**


## Extended validation tools

### `DebiasConfig` for debiased metrics calculation

[User guide](https://github.com/MobileTeleSystems/RecTools/blob/main/examples/8_debiased_metrics.ipynb) | [Documentation](https://rectools.readthedocs.io/en/stable/api/rectools.metrics.debias.DebiasConfig.html)

### `VisualApp` for model recommendations comparison

<img src="https://recsysart.ru/images/visual_app.gif" width=500>


[Example](https://github.com/MobileTeleSystems/RecTools/blob/main/examples/7_visualization.ipynb) | [Demo](https://recsysart.ru/voila/) | [Documentation](https://rectools.readthedocs.io/en/stable/api/rectools.visuals.visual_app.VisualApp.html)



### `MetricsApp` for metrics trade-off analysis


<img src="https://recsysart.ru/images/metrics_app.gif" width=600>

[Example](https://github.com/MobileTeleSystems/RecTools/blob/main/examples/2_cross_validation.ipynb) |
[Documentation](https://rectools.readthedocs.io/en/stable/api/rectools.visuals.metrics_app.MetricsApp.html)


## Contribution
[Contributing guide](CONTRIBUTING.rst)

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