Devices, systems, and methods for
machine learning-based micro-category generation may include a method including identifying, for a respective cluster of content titles or items, a top-K most representative group of the content titles or items; generating, by a
machine learning model, based on a first input prompt, the common theme of the top-K most representative group; generating, by the
machine learning model, based on the second input prompt and filtering, a group of content titles or items matching the common theme; generating, by the
machine learning model, based on a third input prompt, a name for the group of content titles or items matching the common theme; and presenting the group of content titles or items matching the common theme and the name for the group of content titles or items matching the common theme via a
user interface of a streaming media application.