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Hello,
I understand that you would like to know if we can stop personalize solution from returning most popular items during recommendations.
Please note that as of now, personalize model has to return any recommendations for the given input. Hence, if sufficient user behavior data for an item isn't available, or if the specified item ID isn't found, the recipe returns popular items as recommendations.
To make sure popular items are not returned. It is recommended to add sufficient user behavior data and the specific items data so that we get item recommendations instead of general popular items data. Unfortunately, as of now we do not have any option to make sure that the personalize solution does not recommend popular data. It has to return recommendations data or popular items data.
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