| CPC H04N 21/2408 (2013.01) [H04L 65/80 (2013.01); H04N 21/44209 (2013.01); H04N 21/466 (2013.01)] | 20 Claims |
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1. A device, comprising:
computer-readable storage media storing one or more sequences of instructions; and
processing circuitry configured to execute the one or more sequences of instructions to:
receive a plurality of network packets containing content encapsulated in a plurality of layers;
process the received plurality of network packets to extract the content for presentation;
generate a predicted presentation quality indicator for the extracted content using a plurality of machine learning models in a hierarchical order with data generated during processing of the received plurality of network packets used as inputs to the plurality of machine learning models; and
provide the predicted presentation quality indicator for the extracted content to a server via a network,
wherein the data generated during processing of the received plurality of network packets is correlated across the plurality of layers to generate the predicted presentation quality indicator.
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