Using Amazon Personalize to build a Recommendation System
As far as I have researched, Amazon Personalize is not useful for this project.
This is because Amazon Personalize requires User-Item Interaction data to train the model.
To use Amazon Personalize, you need a dataset with historical data that contains at least the fields: 

User 
Item 
Date 


where the Date field represent the time when the user interacted with the Item.