Abstract: Aspects relate to observing various activities, interactions, behaviors, and other factors associated with a data exchange and creating one or more markers based on significant details associated with the observance. The one or more markers are retained and selectively rendered as a function of one or more conditions that should be satisfied before the marker is presented to the user. Some markers can contain parameters that should be satisfied in order for the marker to be considered complete. If a parameter is not satisfied, subsequent markers can be created as a function of the rendered marker. The subsequent markers can be rendered when a condition associated with the subsequent marker is satisfied.

Abstract: Aspects relate to observing various activities, interactions, behaviors, and other factors associated with a data exchange and creating one or more markers based on significant details associated with the observance. The one or more markers are retained and selectively rendered as a function of one or more conditions that should be satisfied before the marker is presented to the user. Some markers can contain parameters that should be satisfied in order for the marker to be considered complete. If a parameter is not satisfied, subsequent markers can be created as a function of the rendered marker. The subsequent markers can be rendered when a condition associated with the subsequent marker is satisfied.

Abstract: Systems and methods of determining a global model are provided. In particular, one or more local updates can be received from a plurality of user devices. Each local update can be determined by the respective user device based at least in part on one or more data examples stored on the user device. The one or more data examples stored on the plurality of user devices are distributed on an uneven basis, such that no user device includes a representative sample of the overall distribution of data examples. The local updates can then be aggregated to determine a global model.

Abstract: Systems and methods of determining a global model are provided. In particular, one or more local updates can be received from a plurality of user devices. Each local update can be determined by the respective user device based at least in part on one or more data examples stored on the user device. The one or more data examples stored on the plurality of user devices are distributed on an uneven basis, such that no user device includes a representative sample of the overall distribution of data examples. The local updates can then be aggregated to determine a global model.

Abstract: The claimed subject matter relates to an architecture that can provide for a second-person avatar. The second-person avatar can rely upon a second-person-based perspective such that the avatar is displayed to appear to encompass all or portions of a target user. Accordingly, actions or a configuration of the avatar can serve as a model or demonstration for the user in order to aid the user in accomplishing a particular task. Updates to avatar activity or configuration can be provided by a dynamic virtual handbook. The virtual handbook can be constructed based upon a set of instruction associated with accomplishing the desired task and further based upon features or aspects of the user as well as those of the local environment.

Abstract: Systems and methods of determining a global model are provided. In particular, one or more local updates can be received from a plurality of user devices. Each local update can be determined by the respective user device based at least in part on one or more data examples stored on the user device. The one or more data examples stored on the plurality of user devices are distributed on an uneven basis, such that no user device includes a representative sample of the overall distribution of data examples. The local updates can then be aggregated to determine a global model.

Abstract: Systems and methods of determining a global model are provided. In particular, one or more local updates can be received from a plurality of user devices. Each local update can be determined by the respective user device based at least in part on one or more data examples stored on the user device. The one or more data examples stored on the plurality of user devices are distributed on an uneven basis, such that no user device includes a representative sample of the overall distribution of data examples. The local updates can then be aggregated to determine a global model.

Abstract: Systems and methods of determining a global model are provided. In particular, one or more local updates can be received from a plurality of user devices. Each local update can be determined by the respective user device based at least in part on one or more data examples stored on the user device. The one or more data examples stored on the plurality of user devices are distributed on an uneven basis, such that no user device includes a representative sample of the overall distribution of data examples. The local updates can then be aggregated to determine a global model.

Abstract: Systems and methods of determining a global model are provided. In particular, one or more local updates can be received from a plurality of user devices. Each local update can be determined by the respective user device based at least in part on one or more data examples stored on the user device. The one or more data examples stored on the plurality of user devices are distributed on an uneven basis, such that no user device includes a representative sample of the overall distribution of data examples. The local updates can then be aggregated to determine a global model.

Abstract: Various embodiments provide techniques for geographic navigation via one or more block views. According to some embodiments, a block view can include a visual image of a geographic location that is visually similar to a panoramic image. In some example implementations, a block view can be scrolled to navigate images of a geographic location. In one or more embodiments, a bubble view can be displayed of one or more locations within the block view. The bubble view can include a zoomed image of one or more aspects of a block view. Further to some embodiments, a map view can be utilized along with the block view and/or the bubble view. The map view can include a two-dimensional representation of the geographic location from an aerial perspective, and can include a more general level of detail concerning the geographic location, such as streets, cities, states, bodies of water, and so on.

Abstract: Aspects relate to observing various activities, interactions, behaviors, and other factors associated with a data exchange and creating one or more markers based on significant details associated with the observance. The one or more markers are retained and selectively rendered as a function of one or more conditions that should be satisfied before the marker is presented to the user. Some markers can contain parameters that should be satisfied in order for the marker to be considered complete. If a parameter is not satisfied, subsequent markers can be created as a function of the rendered marker. The subsequent markers can be rendered when a condition associated with the subsequent marker is satisfied.

Abstract: A badge may be assigned to a person, where the badge represents a characteristic or recurrent behavior of the person. A query may be associated with a badge, and the query may be continually used in a search request in combination with the person's context, thereby allowing the person to be continually provided with fresh results that may be relevant to the person's durable characteristics and current context. In one example, the person carries a handheld device, and the results are presented to the user on the user's desktop or lock screen. The act of providing the results may be triggered in various ways, such as movement of the person who carries the device, or the availability of sufficiently high-quality results.

Abstract: Systems and methods of determining a global model are provided. In particular, one or more local updates can be received from a plurality of user devices. Each local update can be determined by the respective user device based at least in part on one or more data examples stored on the user device. The one or more data examples stored on the plurality of user devices are distributed on an uneven basis, such that no user device includes a representative sample of the overall distribution of data examples. The local updates can then be aggregated to determine a global model.

Abstract: The claimed subject matter relates to an architecture that can provide for a second-person avatar. The second-person avatar can rely upon a second-person-based perspective such that the avatar is displayed to appear to encompass all or portions of a target user. Accordingly, actions or a configuration of the avatar can serve as a model or demonstration for the user in order to aid the user in accomplishing a particular task. Updates to avatar activity or configuration can be provided by a dynamic virtual handbook. The virtual handbook can be constructed based upon a set of instruction associated with accomplishing the desired task and further based upon features or aspects of the user as well as those of the local environment.

Abstract: The claimed subject matter relates to an architecture that can provide for a second-person avatar. The second-person avatar can rely upon a second-person-based perspective such that the avatar is displayed to appear to encompass all or portions of a target user. Accordingly, actions or a configuration of the avatar can serve as a model or demonstration for the user in order to aid the user in accomplishing a particular task. Updates to avatar activity or configuration can be provided by a dynamic virtual handbook. The virtual handbook can be constructed based upon a set of instruction associated with accomplishing the desired task and further based upon features or aspects of the user as well as those of the local environment.

Abstract: Various embodiments provide techniques for geographic navigation via one or more block views. According to some embodiments, a block view can include a visual image of a geographic location that is visually similar to a panoramic image. In some example implementations, a block view can be scrolled to navigate images of a geographic location. In one or more embodiments, a bubble view can be displayed of one or more locations within the block view. The bubble view can include a zoomed image of one or more aspects of a block view. Further to some embodiments, a map view can be utilized along with the block view and/or the bubble view. The map view can include a two-dimensional representation of the geographic location from an aerial perspective, and can include a more general level of detail concerning the geographic location, such as streets, cities, states, bodies of water, and so on.

Abstract: Various embodiments provide techniques for geographic navigation via one or more block views. According to some embodiments, a block view can include a visual image of a geographic location that is visually similar to a panoramic image. In some example implementations, a block view can be scrolled to navigate images of a geographic location. In one or more embodiments, a bubble view can be displayed of one or more locations within the block view. The bubble view can include a zoomed image of one or more aspects of a block view. Further to some embodiments, a map view can be utilized along with the block view and/or the bubble view. The map view can include a two-dimensional representation of the geographic location from an aerial perspective, and can include a more general level of detail concerning the geographic location, such as streets, cities, states, bodies of water, and so on.

Abstract: A device may have a plurality of displays, such as a high-power display and a low-power display. The low-power display may be used to display various types of information. Some examples of information that may be displayed on the low-power display include personal customizations of the device (e.g., skins, tattoos, text or graphics, etc.), a battery meter, a signal strength meter, the date and time, or any other type of information. In one example, the device has a separate processor that drives the low-power display, so that the low-power display can be used while the device is in sleep mode or off. In another example, an application that runs on the device's regular processor uses the high- and low-power displays cooperatively to display output from an application. The low-power display can be wrapped around the edges and/or corners of the device, to make effective use of the device's surface area.

Abstract: Images are analyzed within a 3D environment that is generated based on spatial relationships of the images and that allows users to experience the images in the 3D environment. Image analysis may include ranking images based on user viewing information, such as the number of users who have viewed an image and how long an image was viewed. Image analysis may further include analyzing the spatial density of images within a 3D environment to determine points of user interest.

Abstract: Badges may be assigned to a user, and activities may be associated with the badges. The user may have the option to activate or deactivate specific activities associated with a badge, or to add additional activities in exchange for providing information about the user. A system may use the badges to initiate activities for the user. The specific choice of activities to be initiated may depend on context, where the context may include the device that is being used, where the user is located, whether the user is traveling, etc.