Abstract: A user interface (UI), for analyzing model training runs, tracking and visualizing various aspects of machine learning experiments, can be used when training an artificial intelligent agent in, for example, a racing game environment. The UI can be web-based and can allow researchers to easily see the status of their experiments. The UI can include an experiment synchronized event viewer that can synchronizes visualizations, videos, and timeline/metrics graphs in the experiment. This viewer allows researchers to see how experiments unfold in great detail. The UI can further include experiment event annotations that can generate event annotations. These annotations can be displayed via the synchronized event viewer. The UI can be used to consider consolidated results across experiments and can further consider videos. For example, the UI can provide a reusable dashboard that can capture and compare metrics across multiple experiments.

Abstract: A user interface (UI), for analyzing model training runs, tracking and visualizing various aspects of machine learning experiments, can be used when training an artificial intelligent agent in, for example, a racing game environment. The UI can be web-based and can allow researchers to easily see the status of their experiments. The UI can include an experiment synchronized event viewer that can synchronizes visualizations, videos, and timeline/metrics graphs in the experiment. This viewer allows researchers to see how experiments unfold in great detail. The UI can further include experiment event annotations that can generate event annotations. These annotations can be displayed via the synchronized event viewer. The UI can be used to consider consolidated results across experiments and can further consider videos. For example, the UI can provide a reusable dashboard that can capture and compare metrics across multiple experiments.

Abstract: Experience replay (ER) is an important component of many deep reinforcement learning (RL) systems. However, uniform sampling from an ER buffer can lead to slow convergence and unstable asymptotic behaviors. Stratified Sampling from Event Tables (SSET), which partitions an ER buffer into Event Tables, each capturing important subsequences of optimal behavior. A theoretical advantage is proven over the traditional monolithic buffer approach and the combination of SSET with an existing prioritized sampling strategy can further improve learning speed and stability. Empirical results in challenging MiniGrid domains, benchmark RL environments, and a high-fidelity car racing simulator demonstrate the advantages and versatility of SSET over existing ER buffer sampling approaches.

Abstract: In some examples, a computer-implemented method of managing an advertising exchange is provided. The method uses email data and provides an interactive user interface for controlling management of data in an email channel. One or more inputs of online audience data is received. The online audience data includes email channel inventory from multiple publishers, Offline audience data including offline shopping behavior is sourced from at least one or more offline source. The online audience data and the offline audience data is included in a unified customer database, and the interactive user interface includes interface elements selectable to present online and offline audience data sourced from the unified customer database.

Abstract: In some examples, a computer-implemented method of managing an advertising exchange is provided. The method uses email data and provides an interactive user interface for controlling management of data in an email channel. One or more inputs of online audience data is received. The online audience data includes email channel inventory from multiple publishers, Offline audience data including offline shopping behavior is sourced from at least one or more offline source. The online audience data and the offline audience data is included in a unified customer database, and the interactive user interface includes interface elements selectable to present online and offline audience data sourced from the unified customer database.

Abstract: Systems and methods for predictive modeling of attribution are described. Systems and methods may include receiving one or more inputs; processing the one or more inputs using a general linear model; and providing predicted online and offline campaign impact.

Abstract: In some examples, a computer-implemented method of managing an advertising exchange is provided. The method uses email data and provides an interactive user interface for controlling management of data in an email channel. One or more inputs of online audience data is received. The online audience data includes email channel inventory from multiple publishers. Offline audience data including offline shopping behavior is sourced from at least one or more offline source. The online audience data and the offline audience data is included in a unified customer database, and the interactive user interface includes interface elements selectable to present online and offline audience data sourced from the unified customer database.

Abstract: Systems and methods for management of an advertising exchange using email data are described. Systems and methods may include receiving one or more inputs of audience data from one or more publishers; transforming the one or more inputs into information in a unified customer database; receiving a query from a front end query tool; accessing information in the unified customer database responsive to the query; and providing the responsive information to the front end query tool.

Abstract: A method and an apparatus for operating a set top box are described including determining if the set top box can detect components and properties of a rendering device, detecting the components and the properties of the rendering device, prompting a user to enter a list of the components and the properties of the rendering device if the set top box cannot detect the components and the properties of the rendering device, accepting the list of the components and the properties of the rendering device from the user, compiling a system configuration file, performing a look-up of scores for the components and the properties of the rendering device, expanding the system configuration file using the scores of the look-up operation, calculating an aggregate score and entering the aggregate score into the expanded system configuration file and storing the expanded system configuration file.

Abstract: A client device interacts with an interface device to provide an identifier for multimedia content control. The identifier received from the client device is then associated with a multimedia device. The client device transmits commands associated with multimedia content access and/or controls that are then forwarded 5 to the multimedia device, making the client device compatible, for multimedia control, with the multimedia device. Multimedia control commands are executed in the multimedia device based at least partially on commands from the client device.

Abstract: A coupling assembly arranged between an input shaft and a rotor shaft of a supercharger can include a first coupling, a second coupling, a central hub and a plurality of coupler pins. The first coupling can be mounted for concurrent rotation with the input shaft. The second coupling can be mounted for concurrent rotation with the rotor shaft. The central hub can be disposed intermediate the first and second couplings. The central hub defines central hub bores therein. A plurality of coupler pins can be received in the central hub bores. A first plurality of elastomeric inserts can receive first portions of the plurality of coupler pins. A second plurality of elastomeric inserts can receive second portions of the plurality of coupler pins. The first and second elastomeric inserts can provide dampening between (i) the first coupling and the central hub and (ii) the second coupling and the central hub.

Abstract: Methods, systems, and media for predictive modeling of online and offline attribution are disclosed. In one example, a system for predictive modeling of online and offline attribution comprises one or more databases comprising one or more inputs and one or more processors for receiving the one or more inputs, processing the one or more inputs using a general linear model, and providing predicted online and offline campaign impact.

Abstract: Methods, systems, and media for management of an advertising exchange using email data are disclosed. In one example, a method of managing an advertising exchange using email data comprises receiving one or more inputs of audience data from one or more publishers, transforming the one or more inputs into information in a unified customer database, receiving a query from a front end query tool, accessing information in the unified customer database responsive to the query, and providing the responsive information to the front end query tool.

Abstract: A virtual reality glasses assembly is provided. The assembly includes virtual reality glasses having lenses. The assembly further includes light attenuating filters at least one of applied to and incorporated into the lenses that automatically maintain or increase a contrast of a projected virtual reality image and prevent ultraviolet light overexposure by adjusting an amount of light passing through the lenses. Each of the light attenuating filters has one or more respective photochromic filters and one or more respective ultraviolet filters. The assembly also includes light attenuating shutters at least one of applied to and incorporated into the lenses that automatically or manually further maintain or increase the contrast of the projected virtual reality image by further adjusting the amount of light passing through the lenses.

Abstract: A coupling assembly arranged between an input shaft and a rotor shaft of a supercharger can include a first coupling, a second coupling, a central hub and a plurality of coupler pins. The first coupling can be mounted for concurrent rotation with the input shaft. The second coupling can be mounted for concurrent rotation with the rotor shaft. The central hub can be disposed intermediate the first and second couplings. The central hub defines central hub bores therein. A plurality of coupler pins can be received in the central hub bores. A first plurality of elastomeric inserts can receive first portions of the plurality of coupler pins. A second plurality of elastomeric inserts can receive second portions of the plurality of coupler pins. The first and second elastomeric inserts can provide dampening between (i) the first coupling and the central hub and (ii) the second coupling and the central hub.

Abstract: Systems and methods for predictive modeling of attribution are described. Systems and methods may include receiving one or more inputs; processing the one or more inputs using a general linear model; and providing predicted online and offline campaign impact.

Abstract: Systems and methods for management of an advertising exchange using email data are described. Systems and methods may include receiving one or more inputs of audience data from one or more publishers; transforming the one or more inputs into information in a unified customer database; receiving a query from a front end query tool; accessing information in the unified customer database responsive to the query; and providing the responsive information to the front end query tool.

Abstract: A virtual reality glasses assembly is provided. The assembly includes virtual reality glasses having lenses. The assembly further includes light attenuating filters at least one of applied to and incorporated into the lenses that automatically maintain or increase a contrast of a projected virtual reality image and prevent ultraviolet light overexposure by adjusting an amount of light passing through the lenses. Each of the light attenuating filters has one or more respective photochromic filters and one or more respective ultraviolet filters. The assembly also includes light attenuating shutters at least one of applied to and incorporated into the lenses that automatically or manually further maintain or increase the contrast of the projected virtual reality image by further adjusting the amount of light passing through the lenses.

Abstract: In an embodiment, a method of binding a human machine interface to an expression of existing computer code may include analyzing the existing computer code to identify one or more bindable expressions in the existing computer code, and receiving a command to bind a human machine interface with one or more of the identified bindable expressions. The method may further include binding, using a processor, one or more of the bindable expressions with the human machine interface in response to the command. The binding may enable the human machine interface to communicate information within the existing computer code in place of the one or more bound expressions. The bound machine interface may communicate information within the computer code while the computer code is executing.

Abstract: In an embodiment, a method of binding a human machine interface to an expression of existing computer code may include analyzing the existing computer code to identify one or more bindable expressions in the existing computer code, and receiving a command to bind a human machine interface with one or more of the identified bindable expressions. The method may further include binding, using a processor, one or more of the bindable expressions with the human machine interface in response to the command. The binding may enable the human machine interface to communicate information within the existing computer code in place of the one or more bound expressions. The bound machine interface may communicate information within the computer code while the computer code is executing.