Abstract: Provided are system, apparatus, device, method and/or computer-program product embodiments, combinations and/or sub-combinations thereof for determining, using an artificial intelligence (AI) model, content item placements based on text information associated with scripted content. An example method can include receiving textual information descriptive of one or more scenes associated with media content and, based on the textual information, determining, by an AI model, one or more contextual attributes of each scene from the one or more scenes. The method can include, based on the contextual attributes, determining one or more content placement locations within the one or more scenes, the one or more content placement locations depicting at least one of an object, an activity, and a dialogue. The method can further include generating one or more suggested content modifications for the at least one of the object, the activity, and the dialogue in the one or more content placement locations.

Abstract: Disclosed herein are system, apparatus, article of manufacture, method and/or computer program product embodiments, and/or combinations and sub-combinations thereof, for classifying ad break markers. An example method can include receiving a media stream comprising audio data and video data, wherein the media stream includes at least one ad break marker; obtaining closed caption data corresponding to the media stream; and determining a classification for the at least one ad break marker based on the closed caption data.

Abstract: Disclosed herein are system, method and/or computer program product embodiments, and/or combinations and sub-combinations thereof for providing an item search service for a premises comprising a set of Internet of Things (IoT) cameras. An example embodiment operates by receiving, via a user interface of the item search service, first user input regarding an item of interest, wherein the first user input comprises one or more of speech input or text input, accessing a plurality of images of the premises captured by the set of IoT cameras, executing a machine learning model to identify one or more images in the plurality of images that include the item of interest based at least on the first user input, generating an item search result based on the identified one or more images, and providing the item search result via the user interface of the item search service.

Abstract: Disclosed herein are system, apparatus, article of manufacture, method and/or computer program product embodiments, and/or combinations and sub-combinations thereof, for processing, understanding, and defining media content. An example can include obtaining media content items of a segment of media content; generating, based on one or more signals in the media content items, one or more media content representations encoding information about the media content items; classifying a content of the segment of the media content based on the one or more media content representations, the content of the segment of the media content being classified into one or more categories of content; and matching the segment of the media content with a targeted media content item based on the one or more categories of content associated with the segment of the media content and at least one category of content associated with the targeted media content item.

Abstract: Disclosed herein are system, apparatus, article of manufacture, method and/or computer program product embodiments, and/or combinations and sub-combinations thereof, for identifying scene breaks in media content. An example method comprises segmenting media content into a sequence of units by detecting unit boundaries. One or more feature encoders are applied to generate in an embedding space a multimedia representation of features of each unit in the sequence across different media modalities. A sequence classifier is applied to identify whether a unit boundary is a scene boundary based on the multimedia representation of units in the embedding space in at least a subset of the sequence of units.