Abstract: Disclosed herein includes a system, a method, and a device for localizing and classifying content in a data set. A device can provide a sequence of portions of a data set to a neural network to generate a plurality of activations. Each activation of the plurality of activations can include at least one value from a layer of the neural network. The device can apply an attention vector to each activation of the plurality of activations to generate a sequence of values. A normalization function can be applied to the sequence of values to generate a sequence of attention scores according to the sequence of values. The device can identify or localize one or more portions in the sequence of portions of the data based in part on the sequence of attention scores.

Abstract: A personalized scheduling and networking method, system, and non-transitory computer readable medium include creating a user persona profile based on user information, extracting scheduling and networking information based on event information, matching a user with events during a conference based on the extracted scheduling and networking information and the user persona profile, and creating a schedule and a route for maximizing a number of the events and networking opportunities based on matches of the matching.

Abstract: A roadway condition predictive model that can recommend ameliorative roadway action(s) is disclosed. A roadway controller computer acquires sensor and location information, which describe physical driving surface conditions on the roadway, from a plurality of vehicles that travel on the roadway. The roadway controller computer also acquires environmental and traffic conditions for the roadway. The roadway controller computer creates a predictive model that describes a deterioration rate and future physical condition of the roadway, based on the acquired sensor, location information, environmental and traffic conditions for the roadway. The roadway controller computer then implements an action to ameliorate deterioration of the roadway that is predicted by the predictive model.

Abstract: An analytics engine operates on data associated with users and opportunities. A broker system provides the opportunity data to the analytics engine, but the analytics engine does not provide user data to the broker system. The analytics engine notifies users of results of analytics operations.

Abstract: A power tool accident prevention system receiving images from a static camera of a setup of a power tool, the system comprising: a processor; and a memory, the memory storing instructions to cause the processor to: analyze the images to identify inherent dangers in the setup of the power tool; identify at least one potential cause of an accident based on the identified inherent dangers; and activate an emergency safety measure of the power tool to avoid the at least one potential cause of the accident.

Abstract: A power tool accident prevention system receiving images from a static camera of a setup of a power tool, the system comprising: a processor; and a memory, the memory storing instructions to cause the processor to: analyze the images to identify inherent dangers in the setup of the power tool; identify at least one potential cause of an accident based on the identified inherent dangers; and activate an emergency safety measure of the power tool to avoid the at least one potential cause of the accident.

Abstract: A power tool accident prevention method, system, and non-transitory computer readable medium receiving images from a static camera of a setup or operation of a power tool, include a danger identification circuit configured to: analyze the images to identify inherent dangers in the setup or the operation of the power tool, and identify at least one potential cause of an accident based on the identified inherent dangers, and a power tool disabling circuit configured to activate an emergency safety measure of the power tool to avoid the at least one potential cause of the accident.

Abstract: Embodiments are directed to a computer implemented method and system of proactively caching content for a mobile electronic device. The method includes determining the location of a mobile electronic device, predicting the location of the mobile electronic device, including a prediction of when the mobile electronic device will be in a location of low or no network connectivity. The data that will be retrieved while the mobile electronic device is not connected to the network is also predicted. Thereafter, the predicted data that will be retrieved is downloaded prior to losing network connectivity so that it can be accessed from memory while the mobile electronic device has low or no network connectivity. Other embodiments are also described.

Abstract: A roadway condition predictive model that can recommend ameliorative roadway action(s) is disclosed. A roadway controller computer acquires sensor and location information, which describe physical driving surface conditions on the roadway, from a plurality of vehicles that travel on the roadway. The roadway controller computer also acquires environmental and traffic conditions for the roadway. The roadway controller computer creates a predictive model that describes a deterioration rate and future physical condition of the roadway, based on the acquired sensor, location information, environmental and traffic conditions for the roadway. The roadway controller computer then implements an action to ameliorate deterioration of the roadway that is predicted by the predictive model.

Abstract: A method and system are provided for assisting a user performing a procedure. The method includes capturing, by a camera, images of user activity while the user is performing the procedure. The method further includes converting, by computer processing system, the images of user activity into a text representation of user activity. The method also includes comparing, by the computer processing system, the textual representation of user activity to procedure documentation. The method additionally includes at least one of visually and audibly indicating, by a display and a speaker, a corrective action to the user responsive to a mismatch result from said comparing step.

Abstract: Embodiments are directed to a computer implemented method and system of proactively caching content for a mobile electronic device. The method includes determining the location of a mobile electronic device, predicting the location of the mobile electronic device, including a prediction of when the mobile electronic device will be in a location of low or no network connectivity. The data that will be retrieved while the mobile electronic device is not connected to the network is also predicted. Thereafter, the predicted data that will be retrieved is downloaded prior to losing network connectivity so that it can be accessed from memory while the mobile electronic device has low or no network connectivity. Other embodiments are also described.

Abstract: A power tool accident prevention method, system, and non-transitory computer readable medium receiving images from a static camera of a setup or operation of a power tool, include a danger identification circuit configured to: analyze the images to identify inherent dangers in the setup or the operation of the power tool, and identify at least one potential cause of an accident based on the identified inherent dangers, and a power tool disabling circuit configured to activate an emergency safety measure of the power tool to avoid the at least one potential cause of the accident.

Abstract: A method and system are provided for assisting a user performing a procedure. The method includes capturing, by a camera, images of user activity while the user is performing the procedure. The method further includes converting, by computer processing system, the images of user activity into a text representation of user activity. The method also includes comparing, by the computer processing system, the textual representation of user activity to procedure documentation. The method additionally includes at least one of visually and audibly indicating, by a display and a speaker, a corrective action to the user responsive to a mismatch result from said comparing step.

Abstract: A personalized scheduling and networking method, system, and non-transitory computer readable medium include creating a user persona profile based on user information, extracting scheduling and networking information based on event information, matching a user with events during a conference based on the extracted scheduling and networking information and the user persona profile, and creating a schedule and a route for maximizing a number of the events and networking opportunities based on matches of the matching.

Abstract: An analytics engine operates on data associated with users and opportunities. A broker system provides the opportunity data to the analytics engine, but the analytics engine does not provide user data to the broker system. The analytics engine notifies users of results of analytics operations.