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@@ -115,12 +115,12 @@ The databases (ml_100k, ml_1m and jester) are built-in the surprise package for
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  ```
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  Hyperparameters -
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- n_users : number of simulated users in the database;
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- n_ratings : number of simulated rating events in the database.
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-
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- This is a fictional dataset based in the choice of an uniformly distributed random rating
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- (from 1 to 5) for one of the simulated users of the recommender-system that is being designed in
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- this research project.
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  ```python
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  ```
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  Hyperparameters -
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+ `n_users` : number of simulated users in the database;
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+ `n_ratings` : number of simulated rating events in the database.
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+
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+ This is a fictional dataset based in the choice of an uniformly distributed random rating
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+ (from 1 to 5) for one of the simulated users of the recommender-system that is being designed in
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+ this research project.
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  ```python
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