AUTOMATIC SYSTEM FOR DISPENSING CUSTOMER-SPECIFIC PERSONAL CARE ARTICLES AND PRODUCTS

Systems and methods for operating a vending machine and one or more remote servers or services to generate user-specific recommendations of products or services by collaborative filtering executed and/or performed by one or more trained or untrained predictive models configured to ingest product att...

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Bibliographic Details
Main Authors Weston, Luke, Zhao, Ming S, Yuan, Zaoshi Amy
Format Patent
LanguageEnglish
Published 10.08.2023
Subjects
CHECKING-DEVICES
COIN-FREED OR LIKE APPARATUS
PHYSICS
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Summary:Systems and methods for operating a vending machine and one or more remote servers or services to generate user-specific recommendations of products or services by collaborative filtering executed and/or performed by one or more trained or untrained predictive models configured to ingest product attribute(s), product purpose(s), user location data, and/or user demographics. The predictive model(s) are leveraged to detect and determine user-specific preferences for, and preferences against, particular attributes, features, ingredients, aesthetic styles, and so on. Recommendations are leveraged to provide a custom selection of products and/or a custom mixture of products from the vending machine.
Bibliography:Application Number: US202318106390