Abstract: A system for monitoring quantized signals in a bidirectional data stream and alerting a networked device of metric divergence by georegion includes a computing system that automatically, for each of multiple user entities, receives input signals and stores corresponding records, associated with the user entity, each representing a quantized input event. The computing system increments a resource of the user entity by a respective input quantity. Georegion-specific attributes associated with a respective georegion are discriminated, and the input records are associated with georegion. The computing system measures user-specific georegion-specific metrics for each georegion and determines whether the metrics diverge from a georegion-specific index. An alert is sent across a network for display on a user device upon determining a user-specific georegion-specific metric diverges from a georegion-specific index.

Abstract: A system for broad area geospatial object detection includes a processor configured to retrieve training data including a first plurality of orthorectified geospatial training images each including at least one labeled instance of the object of interest, and a second plurality of orthorectified geospatial images each including at least one labeled instance of the object of interest and/or at least one unlabeled instance of the object of interest, and apply at least one type of image correction to the training data. The processor is also configured to train a plurality of machine learning classifier elements, based on the first plurality of orthorectified geospatial training images and subsequently based on the second plurality of orthorectified geospatial images, each of the plurality of machine learning classifier elements being defined by a machine learning protocol parameterized based on one or more visually unique features of the object of interest.

Abstract: A system for monitoring quantized signals in a bidirectional data stream and alerting a networked device of metric divergence by georegion includes a computing system that automatically, for each of multiple user entities, receives input signals and stores corresponding records , associated with the user entity, each representing a quantized input event. The computing system increments a resource of the user entity by a respective input quantity. Georegion-specific attributes associated with a respective georegion are discriminated, and the input records are associated with georegion. The computing system measures user-specific georegion-specific metrics for each georegion and determines whether the metrics diverge from a georegion-specific index. An alert is sent across a network for display on a user device upon determining a user-specific georegion-specific metric diverges from a georegion-specific index.

Abstract: A gaming machine cabinet for a mechanical reel based gaming machine is provided. A plurality of reel devices, each including a mechanical reel and a basket, provides fast and easy installation of the mechanical reels in the gaming machine cabinet. The reel devices are mounted to a self-adjusting sled. The gaming machine cabinet includes a belly door that is coupled to the gaming machine cabinet and provides closed, intermediate, and fully open positions for the belly door.

Abstract: A method and/or apparatus for tuning a frequency synthesizer device toward a prescribed frequency may input a signal into the input of the frequency synthesizer to produce an output signal having an output frequency, select a first one of a set of the above noted prescribed coarse curves, and compare the magnitude of the difference between the prescribed frequency and the output frequency. Next, the method selects a second of the set of coarse curves as a function of the magnitude of the difference between the prescribed frequency and the output frequency. Preferably, the method selects the second of the set of coarse curves by selecting one or more of the coarse curves out of the sequential frequency order as a function of the magnitude of the difference between the prescribed frequency and the output frequency.

Abstract: A messaging system for a live event is described. A processing device presents a live event having at least one participant. The processing device presents one or more participant messages within a messaging user interface associated with the event. The processing device also presents one or more viewer messages within the messaging user interface. The viewer messages are integrated with the participant messages.

Abstract: A system validates code ownership of software components identified in a build process. The system receives a pull request identifying a set of software components. The system analyzes code ownership of each software component using machine learning. The system provides features describing the software components as input to a machine learning model. The system determines based on the output of the machine learning model, whether the code ownership of the software component can be determined accurately. If the system determines that a software component identified by the pull request cannot be determined with high accuracy, the system may block the pull request or send a message indicating that the code ownership of a software component cannot be determined accurately.

Abstract: Described herein is a method for managing media item playback. A method includes presenting a media player playing a media item in a first portion of a user interface (UI) provided by a first application on a screen of a user device, responsive to a first user input, reducing a size of the media player playing the media item to allow a user to open a second mobile application, causing playback of the media item to be continued in the media player of the reduced size while content associated with the second application is being presented to the user on the screen of the user device, and responsive to a second user input, restoring the size of the media player while the media player continues to play the media item.

Abstract: Systems and methods for recommending media content to a user based on information associated with a referral source that referred the user to a media item provided by a source of the media content are presented. In one or more aspects, a system is provided that includes a presentation component that presents, via user a interface, a first media item associated with a media presentation source referred to a user through a referral source. The system further includes an analytics component that identifies a second media item based on media items associated with the media presentation source that are referred to other users through the referral source, and a recommendation component that recommends the second media item to the user through the user interface.

Abstract: Systems and methods for identifying related videos based on elements tagged in the videos are presented. In an aspect, a system includes an identification component configured to identify tagged elements in a video, a matching component configured to identify other videos that include one or more of the tagged elements, and a recommendation component configured to recommend the other videos for viewing based on a current or past request to play the video.

Abstract: Social interaction-based policies are provided to a digital content owner and are applied to uploaded content matching digital content owned by the digital content owner. Social interaction-based policies enable the content owner to obtain various benefits to the content owned by the content owner within a video hosting site and outside the video hosting site. The benefits include using content owner's successful digital content to drive traffic or subscriptions to content owner's social interaction platforms and increase engagement with viewers of the digital content within and outside the video hosting site. The social interaction-based policies also enable content uploaders of digital content matching content owned by others to participate in sharing revenue generated from their uploaded videos subject to social interaction-based policies applied to the uploaded videos.

Abstract: A monitoring system for detecting anomalous discharges stores input and output records, and fetches and discharges corresponding quantities to and from user resources. The output event records are discriminated for category attributes, and user-specific output category-specific metrics are aggregated for comparison to peer-representative output-category indexes. An alert is sent across a network connection for display on a user device upon determining the user-specific output category-specific metric diverges from the peer-representative output-category index. An alert, in some examples, indicates that the user-specific output category metric exceeds the peer-representative output-category index. Exposure of user-entity resources to outputs that are divergent from peer-representative levels is mitigated. The alert is advantageous to user entities and user devices, enabling early action to be taken by the user entity.

Abstract: Described herein is a method for managing media item playback. A method includes presenting a media player in a first portion of a user interface (UI) provided by a first application on a screen of a user device, the media player to provide playback of a first media item from a first post of a plurality of posts of the first application. The method also includes relocating the media player to a second portion of the UI while continuing to provide playback of the first media item by the relocated media player, and receiving a user gesture to scroll through the plurality of posts of the first application on the screen of the user device, the plurality of posts comprising a second post having a second media item. The method further includes upon receiving the user gesture to scroll through the plurality of posts of the first application, allowing a user to view the second media item in the second post while continuing to provide playback of the first media item by the relocated media player.

Abstract: A troche mold assembly includes a cover defining a receiving area and a tray removably positioned in the receiving area. The tray includes a frame having a top side and a bottom side opposite from the top side. The frame defines a plurality of cells, and each cell is configured to receive a medicament. The tray also includes a plurality of buttons. Each button is within a corresponding cell and is between the top side and the bottom side of the frame. In some aspects, wherein each button includes a center portion, a first hinge line adjacent to the cell wall, and a second hinge line between the first hinge line and the center portion. In various aspects, the cover includes a locating rib, and the tray is removably positioned within the receiving area such that the locating rib contacts the top side of the frame.

Abstract: Systems and methods for recommending media content to a user based on information associated with a referral source that referred the user to a media item provided by a source of the media content are presented. In one or more aspects, a system is provided that includes a presentation component that presents, via user a interface, a first media item associated with a media presentation source referred to a user through a referral source. The system further includes an analytics component that identifies a second media item based on media items associated with the media presentation source that are referred to other users through the referral source, and a recommendation component that recommends the second media item to the user through the user interface.

Abstract: Systems and methods for identifying related videos based on elements tagged in the videos are presented. In an aspect, a system includes an identification component configured to identify tagged elements in a video, a matching component configured to identify other videos that include one or more of the tagged elements, and a recommendation component configured to recommend the other videos for viewing based on a current or past request to play the video.

Abstract: A computer-implemented method for enabling users to subscribe to people and other tagged entities is provided herein. Such a method includes maintaining subscription data specifying a plurality of entities subscribed to by a plurality of users, with each of the plurality of entities being a tagged entity associated with a tag. The method further includes identifying a media item associated with one or more tagged entities of the plurality of entities, determining, based on the subscription data, a user of the plurality of users that is subscribed to the tagged entities of the media item, and providing the media item to the user.

Abstract: A method includes, responsive to user input, scrolling a plurality of elements visible on a user interface (UI) to scroll out of view, from the UI, one or more first elements of the plurality of elements that were visible in the UI prior to the user input, and to scroll into view, in the UI, one or more second elements that were not visible in the UI prior to the user input. A first media player and a second media player are concurrently visible in the UI responsive to the scrolling. The method further includes, responsive to first playback of a first media item via the first media player having priority over second playback of a second media item via the second media player, preventing the second playback of the second media item during the first playback of the first media item.

Abstract: A system and method is described for labelling data for trigger identification. The system and method comprising receiving data, transforming the data, extracting content from the data, processing data content through a classification machine learning model to receive a label, and trigger a secondary system based on the label. The system and method may further include maintaining a database of labeled data.

Abstract: A system for monitoring quantized signals in a bidirectional data stream and alerting a networked device of metric divergence by georegion includes a computing system that automatically, for each of multiple user entities, receives input signals and stores corresponding records, associated with the user entity, each representing a quantized input event. The computing system increments a resource of the user entity by a respective input quantity. Georegion-specific attributes associated with a respective georegion are discriminated, and the input records are associated with georegion. The computing system measures user-specific georegion-specific metrics for each georegion and determines whether the metrics diverge from a georegion-specific index. An alert is sent across a network for display on a user device upon determining a user-specific georegion-specific metric diverges from a georegion-specific index.