| CPC G06F 16/435 (2019.01) [G06F 16/44 (2019.01); G06F 16/45 (2019.01); G06F 16/48 (2019.01)] | 20 Claims |

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1. A computer-implemented method comprising:
maintaining, for a user account of a content management system, a media clip library comprising digital media clips each comprising a content item, content metadata, and contextual metadata;
identifying a digital media clip from the digital media clips based on receiving an indication of a user selection of the digital media clip;
determining a relatedness level based on receiving an indication of a user selection corresponding to a similarity metric;
generating a search request based on the identified digital media clip and the relatedness level;
tuning a media clip classification machine-learning model based on the relatedness level and the content metadata and the contextual metadata associated with the digital media clips of the user account;
identifying search results comprising one or more content items from one or more sources utilizing the tuned media clip classification machine-learning model and the identified digital media clip of the search request; and
providing the search results comprising the one or more content items in response to the search request.
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