Architecture for predicting network access probability of data files accessible over a computer network

A system comprising:

• a memory comprising a media file;
• and
• a processor configured to execute instructions to:
• generate a primary data vector for a media file based on a stored data representation of the media file;
• provide the data vector for the media file to an algorithm for predicting a marketability of the media file based on past interaction information for at least one other media file from a collection of media files having a degree of similarity with the media file above a threshold similarity value;
• and
• receive, as an output of the algorithm, a marketability score for the media file, the marketability score indicative of a likelihood that a user will download the media file.

A non-transitory machine-readable storage medium comprising machine-readable instructions for causing a processor to execute a method comprising:

• generating a primary data vector for a media file based on a stored data representation of the media file;
• providing the data vector for the media file to an algorithm for predicting a marketability of the media file based on past interaction information for at least one other media file from a collection of media files having a degree of similarity with the media file above a threshold similarity value;
• and
• receiving, as an output of the algorithm, a marketability score for the media file, the marketability score indicative of a likelihood that a user will download the media file.