CPC H04N 21/8153 (2013.01) [G06F 16/743 (2019.01); H04N 21/4312 (2013.01); H04N 21/4532 (2013.01); H04N 21/4667 (2013.01); H04N 21/4755 (2013.01); H04N 21/84 (2013.01)] | 20 Claims |
1. A system comprising:
a computing platform including a processing hardware and a system memory;
the system memory storing a software code, a trained machine learning (ML) model, and a content thumbnail generator;
the processing hardware configured to execute the software code to:
receive interaction data describing interactions by a user with a plurality of content thumbnails each having a corresponding plurality of content thumbnail features;
identify, using the interaction data, an affinity by the user for at least one of the one or more content thumbnail features;
determine, using at least one of the interaction data or a predetermined business rule, content for promotion to the user;
provide a prediction, using the trained ML model and based on the affinity by the user for the at least one of the one or more content thumbnail features, of a respective desirability of each of a plurality of candidate thumbnails for promoting the content to the user;
generate, using the content thumbnail generator and the prediction based on the affinity by the user for the at least one of the one or more content thumbnail features, a thumbnail having features of one or more of the plurality of candidate thumbnails; and
display the thumbnail for promoting the content to the user.
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