| CPC A61B 5/442 (2013.01) [A45D 44/005 (2013.01); A61B 5/0077 (2013.01); A61B 5/445 (2013.01); A61B 5/7264 (2013.01); A61B 5/7275 (2013.01); G06V 40/171 (2022.01); G16H 10/60 (2018.01); A45D 2044/007 (2013.01)] | 18 Claims |

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1. A method of determining a personalized skincare recommendation, the method comprising:
receiving, by a computing system, data depicting a face of a subject;
collecting, by the computing system, at least one of exposome information and primary spoken language information;
determining, by the computing system, features based on the data depicting the face of the subject;
providing, by the computing system, the features based on the data depicting the face of the subject and the at least one of the exposome information and the primary spoken language information to an ageotype classifier to generate a predicted ageotype for the subject; and
generating, by the computing system, the personalized skincare recommendation based on at least the predicted ageotype.
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