Systems and methods are provided for detecting a content type of content within a media stream. A computing device may receive a media stream and define a set of media segments that each represent a portion of the media stream. The computing device may identify a first media segment that includes a first boundary and a second media segment that includes a second boundary. The computing device may predict whether the subset of media segments that are positioned between the first media segment and the second media segment include content of a particular content type. The computing device may then transmit an indication of the prediction.