Abstract: A method performed by a processing system including at least one processor includes monitoring interactions of a human user with a platform for building machine learning models, where the human user is using the platform to build a new machine learning model, detecting, within the interactions, an event that triggers a suggestion feature, performing a search of a data source for existing data from existing machine learning models which can be reused to build the new machine learning model, using information about the event, presenting a suggestion to the human user to reuse a portion of the existing data discovered in the search in the new machine learning model, receiving a user feedback in response to the suggestion, and generating an updated suggestion in response to the user feedback.

Abstract: A method performed by a processing system including at least one processor includes defining a proposal for a proposed machine learning model, identifying an existing machine learning model, where the existing machine learning model shares a similarity with the proposed machine learning model, evaluating a fitness of the existing machine learning model for reuse in building the proposed machine learning model, building a new machine learning model that is consistent with the proposal for the proposed machine learning model by reusing a portion of the existing machine learning model, and monitoring a performance of the new machine learning model in a deployment environment.

Abstract: Aspects of the subject disclosure may include, for example, training a machine learning model on training data, generating, by the machine learning model, a plurality of prediction data records which each has an associated probability, and promoting prediction data records of the plurality of prediction data records having an associated probability exceeding a threshold. The subject disclosure may further include combining the promoted prediction data records with the training data to form new training data, retraining the machine learning model on the new training data and generating, by the machine learning model, new prediction data records. The subject disclosure may further include identifying a real-time condition based on the new prediction data records, the real-time condition being one that requires prompt attention, and resolving the real-time condition. Other embodiments are disclosed.

Abstract: A method that incorporates teachings of the subject disclosure may include, for example, accessing, by a system comprising a processor, a content display configuration corresponding to a plurality of feed selections from a plurality of media content feeds, a plurality of display selections from a plurality of available displays, and a plurality of pairing selections assigning each feed selection of the plurality of feed selections to at least one display selection of the plurality of display selections, and transmitting a plurality of displayable content streams according to the content display configuration. Other embodiments are disclosed.

Abstract: A method that incorporates teachings of the subject disclosure may include, for example, accessing, by a system comprising a processor, a content display configuration corresponding to a plurality of feed selections from a plurality of media content feeds, a plurality of display selections from a plurality of available displays, and a plurality of pairing selections assigning each feed selection of the plurality of feed selections to at least one display selection of the plurality of display selections, and transmitting a plurality of displayable content streams according to the content display configuration. Other embodiments are disclosed.

Abstract: Aspects of the subject disclosure may include, for example, receiving, at a broadcast image processor, from a single broadcast event, a plurality of camera feeds, wherein the camera feeds each comprise an image of the single broadcast event from a different angle, providing, by the broadcast image processor, a summary of the plurality of camera feeds to a media processor, receiving, by the broadcast image processor, a request to select a requested angle from among the plurality of camera feeds from the media processor, and creating, by the broadcast image processor, a custom view from the plurality of camera feeds according to the request for the media processor. Other embodiments are disclosed.

Abstract: A sorter receives a list of elements to be sorted. An element of the list is supplied to a selected one of a plurality of processing units to be processed. The selected one of the processing units sends the element to one of a plurality of list element cells, which rank orders the elements among other elements in the same list element storage as well as storing the position of each element from the original list. Each of the plurality of list element cells processes and stores a different range of element values. The element being processed is stored in sorted order in the list element cell that has an element value range that encompasses the value of the element of the list.

Abstract: Concepts and technologies are disclosed herein for providing and/or interacting with a profile verification service. A processor executing a profile verification service can receive a request to verify a user profile associated with a user of a social networking application. The processor can identify a computing device associated with the user profile, obtain location data that relates to the user profile and the computing device, and identify an activity associated with the computing device based upon the location data. The processor can determine if the user profile is accurate based upon the activity identified. If a determination is made that the user profile is accurate, the processor can verify the user profile. If a determination is made that the user profile is not accurate, the processor can update the user profile.

Abstract: Aspects of the subject disclosure may include, for example, a server performing operations including receiving a list of media content items; the media content items have a priority order according to a number of communication devices of network subscribers in a region predicted to request the respective media content items and a predicted location of the communication devices. The operations also include monitoring network traffic to predict a period of decreased network load, and scheduling copying of the media content items from a content server to a caching proxy located in the region; the copying is scheduled to be performed during the predicted period of decreased network load and in accordance with the priority order. The operations further include receiving from the caching proxy a report including the media content items stored at the caching proxy and an amount of storage remaining at the caching proxy. Other embodiments are disclosed.

Abstract: Demographic assessment of information is facilitated using targeted location oversampling. In one example, a device determines mobile devices communicatively coupled to a base station device associated with a first defined region, wherein the first defined region is relative to a defined location of interest. The device can transmit a set of instructions to the mobile devices that instruct the mobile devices to power on respective location information components configured to transmit location information. The respective location information can be configured to transmit respective global positioning system information for the mobile devices. The device can also determine which ones of the mobile devices are within a second defined region based on respective location information received from the mobile devices.

Abstract: To provide mobile device coupons and discounts, a mobile device couponing system is provided to generate and send coupons to mobile devices based on a probability that the mobile device is within a defined region. The value of the coupons can be inversely proportional to the probability that the mobile device is within the defined region. The probabilities can be precomputed by calculating the probability that each cell in grid in or around the defined region is in the defined region using a set of standardized location resolutions. When location information is received from the mobile device, the probability that the mobile device is within the defined region can be retrieved based on the closest cell that matches the location indicated in the location information and the standardized location resolution closest to the location resolution indicated by the mobile device.

Abstract: Aspects of the subject disclosure may include, for example, receiving, at a broadcast image processor, from a single broadcast event, a plurality of camera feeds, wherein the camera feeds each comprise an image of the single broadcast event from a different angle, providing, by the broadcast image processor, a summary of the plurality of camera feeds to a media processor, receiving, by the broadcast image processor, a request to select a requested angle from among the plurality of camera feeds from the media processor, and creating, by the broadcast image processor, a custom view from the plurality of camera feeds according to the request for the media processor. Other embodiments are disclosed.

Abstract: Improved network event tagging for mobile communications is described herein. By way of example, a mobile network can be configured to take periodic geographic positions of a mobile terminal operating within the mobile network. Network events occurring between the periodic geographic positions, otherwise partially unknown in position, can be estimated by referencing topographical information and estimating a route of travel of the mobile device. Estimated speed of the mobile device can be utilized to place the mobile device on a road network, cycling route, pedestrian walkway, or the like, and refine the estimated position of the mobile device at the time of the network event. Such estimates can be refined from traffic information or other real-time travel data. An estimated position of the mobile device can be output as an approximation of the network event to facilitate event modeling for the mobile network.

Abstract: Aspects of the subject disclosure may include, for example, receiving, at a broadcast image processor, from a single broadcast event, a plurality of camera feeds, wherein the camera feeds each comprise an image of the single broadcast event from a different angle, providing, by the broadcast image processor, a summary of the plurality of camera feeds to a media processor, receiving, by the broadcast image processor, a request to select a requested angle from among the plurality of camera feeds from the media processor, and creating, by the broadcast image processor, a custom view from the plurality of camera feeds according to the request for the media processor. Other embodiments are disclosed.

Abstract: A system that incorporates the subject disclosure may perform, for example, generating parental control information for each of a plurality of users according to options selected from a plurality of media program tags retrieved from a library, detecting a first user of the plurality of users according to biometric information of the first user, identifying the parental control information associated with the first user, tuning to a first media channel responsive to receiving a first request, receiving in the first media channel a first media program tag associated with a first media program, and enabling presentation of the first media program at a presentation device responsive to detecting from the parental control information associated with the first user that the first media program tag is included in a first list of unrestricted media program presentations. Other embodiments are disclosed.

Abstract: Aspects of the subject disclosure may include, for example, obtaining device diagnostic data for a group of devices that provide communication services to a plurality of customer premises of a plurality of users over a network, obtaining configuration data associated with the plurality of customer premises, obtaining quality key performance indicators associated with the communication services of the plurality of customer premises, applying linear regression to the device diagnostic data, the configuration data and the quality key performance indicators to identify a quality threshold based on a particular configuration, detecting a subset of customer premises from among the plurality of customer premises that are not satisfying the quality threshold, and analyzing a subset of the device diagnostic data that corresponds to the subset of customer premises to determine equipment associated with the subset of customer premises for maintenance. Other embodiments are disclosed.

Abstract: Estimation of mobile device presence inside a defined region is facilitated. In one example, a device receives location information representing locations of a mobile device and corresponding time information for the locations of the mobile device. The device determines an estimated path of travel for the mobile device based on the location information and, based on the corresponding time information for the locations of the mobile device, determines whether the estimated path of travel traverses, at a defined time period of interest, a defined region that includes a defined portion.

Abstract: Aspects of the subject disclosure may include, for example, a server performing operations including receiving a list of media content items; the media content items have a priority order according to a number of communication devices of network subscribers in a region predicted to request the respective media content items and a predicted location of the communication devices. The operations also include monitoring network traffic to predict a period of decreased network load, and scheduling copying of the media content items from a content server to a caching proxy located in the region; the copying is scheduled to be performed during the predicted period of decreased network load and in accordance with the priority order. The operations further include receiving from the caching proxy a report including the media content items stored at the caching proxy and an amount of storage remaining at the caching proxy. Other embodiments are disclosed.

Abstract: Detection of a confusion caused by scrambling code reuse is provided herein. Timing measurements, as observed by a mobile device, and an identification of primary scrambling codes associated with the timing measurements are captured. The timing measurements are identified by the primary scrambling codes for the particular radio measured. The mobile device also reports its location information. Radios for which timing measurements have been received are paired. Based on the paired radios and a history of observed time difference reference values for radio pairs, comparisons are made between paired radios having at least one common radio. Radios, exhibiting a set of values that is near an expected range, are removed from the analysis. Radios, exhibiting two sets of values that are distinct, are isolated in order to identify the radio that is causing the scrambling code confusion.

Abstract: Techniques for wirelessly receiving, at a mobile device, information related to another mobile device determined to be in a line of sight relative to the mobile device, are presented. In an aspect, a method includes, determining by a first mobile device, a location of a mobile object determined to be in a line of sight relative to the first mobile device, and wirelessly receiving descriptive information associated with a second mobile device having a location substantially corresponding to the location of the mobile object.