US Patent 11334750 Using attributes for predicting imagery performance

A system includes a computing device that includes a memory configured to store instructions. The system also includes a processor to execute the instructions to perform operations that include determining a ranking of images using a machine learning system. The machine learning system is trained using attributes that represent each of a plurality of training images. The attributes include imagery attributes, social network attributes, and textual attributes. Operations also include producing a listing of the ranked images for selecting one or more of the ranked images for a brand entity associated with the selected ranked images.