Abstract: The various implementations described herein include methods and devices for media segmentation. In one aspect, a method includes obtaining audio content for a podcast and generating sentence embeddings for the audio content. The method also includes generating segment embeddings using the sentence embeddings and context information, and determining, for each segment embedding, whether the segment embedding includes a topic transition for the podcast. The method further includes generating one or more topic transition timestamps for the podcast in accordance with the determining.

Abstract: Systems and methods are provided to enable viewing and computation of differential data for an item or item subset when compared with other items or subsets. A score may be determined for an item or subset where standard deviations and distance metrics are computed to determine differentiators. In one aspect, a system for comparing data items is provided. The system includes a weighting component to determine a score for an item or subset of items. A differentiator component determines a comparison metric for the item or subset of items based in part on a distance metric to at least one other item or subset of items. A user interface can be provided to display the comparison metrics.

Abstract: The present invention is embodied in a system and method for dynamically adjusting data values and preventing conflicts in response to remote user input. Namely, the system and method provides a remote user with real time interaction of data values, such as a set of results, associated sub-items or dependencies, and rules of enforcement of sub-item combinations produced by a host system. Adjustment of conflicting sub-items is prevented with the rules of enforcement and predefined interactive options. As such, the user can dynamically adjust the set of results and sub-items from a remote location. The system and method of the present invention preferably utilizes client-side processing to achieve real time interaction.