Aspects of the subject disclosure may include, for example, embodiments receiving a notification of actions, determining a potential bias metric for the actions in response to analyzing the actions using a machine learning application, determining the potential bias metric for the actions is above a potential bias threshold for the actions, and adjusting the actions to mitigate potential bias in the actions according to the potential bias metric being above the potential bias threshold using the machine learning application. Further embodiments can include determining a potential bias metric for the adjusted actions in response to analyzing the adjusted actions using the machine learning application, determining the potential bias metric for the adjusted actions is below the potential bias threshold for the actions, and providing a notification that indicates to implement the adjusted actions. Other embodiments are disclosed.

Aspects of the subject disclosure may include, for example, embodiments receiving a notification of actions, determining a potential bias metric for the actions in response to analyzing the actions using a machine learning application, determining the potential bias metric for the actions is above a potential bias threshold for the actions, and adjusting the actions to mitigate potential bias in the actions according to the potential bias metric being above the potential bias threshold using the machine learning application. Further embodiments can include determining a potential bias metric for the adjusted actions in response to analyzing the adjusted actions using the machine learning application, determining the potential bias metric for the adjusted actions is below the potential bias threshold for the actions, and providing a notification that indicates to implement the adjusted actions. Other embodiments are disclosed.

The present disclosure relates to apparatus, systems, and methods for providing a location information analytics mechanism. The location information analytics mechanism is configured to analyze location information to extract contextual information (e.g., profile) about a mobile device or a user of a mobile device, collectively referred to as a target entity. The location information analytics mechanism can include analyzing location data points associated with a target entity to determine features associated with the target entity, and using the features to predict attributes associated with the target entity. The set of predicted attributes can form a profile of the target entity.

The present disclosure relates to apparatus, systems, and methods for providing a location information analytics mechanism. The location information analytics mechanism is configured to analyze location information to extract contextual information (e.g., profile) about a mobile device or a user of a mobile device, collectively referred to as a target entity. The location information analytics mechanism can include analyzing location data points associated with a target entity to determine features associated with the target entity, and using the features to predict attributes associated with the target entity. The set of predicted attributes can form a profile of the target entity.

Systems and methods are provided for effectuating a self-installation application that may be utilized by end users of 5G Fixed Wireless Access (FWA) devices, installation professionals, etc. to optimally locate and position/orient a FWA device relative to an installation environment. Users can view the operating characteristics of multiple networks simultaneously using the application's dual subscriber identity module (SIM) capabilities and receive updates as to the connection strength. Updated displays can include heat maps, speedometers, and rankings with images of relevant locations.

Systems and methods are provided for effectuating a self-installation application that may be utilized by end users of 5G Fixed Wireless Access (FWA) devices, installation professionals, etc. to optimally locate and position/orient a FWA device relative to an installation environment. Users can view the operating characteristics of multiple networks simultaneously using the application's dual subscriber identity module (SIM) capabilities and receive updates as to the connection strength. Updated displays can include heat maps, speedometers, and rankings with images of relevant locations.

A technique is directed to methods and systems of virtual site inspections. In some embodiments, a network operator navigates a drone which captures image data of equipment and layout of a site. The image data is processed and used to generate a 3D model of the site. A network operator virtually installs new equipment in the virtual representation of the site, and presents the 3D model of the site, with the new equipment in the proposed location, to a permitting authority. The permitting authority can review the 3D model of the new equipment at the site and approve or deny authorization for the network operator to physically install the equipment at the site. After the new equipment is installed, a network operator can capture image data of the installed equipment at the site to prove to the permitting authority that the equipment was installed at the site according to regulation.

A technique is directed to methods and systems of virtual site inspections. In some embodiments, a network operator navigates a drone which captures image data of equipment and layout of a site. The image data is processed and used to generate a 3D model of the site. A network operator virtually installs new equipment in the virtual representation of the site, and presents the 3D model of the site, with the new equipment in the proposed location, to a permitting authority. The permitting authority can review the 3D model of the new equipment at the site and approve or deny authorization for the network operator to physically install the equipment at the site. After the new equipment is installed, a network operator can capture image data of the installed equipment at the site to prove to the permitting authority that the equipment was installed at the site according to regulation.

A system and method for providing internet to a rural environment is disclosed. The system includes a housing, such as a shipping container, having means for connecting the system to the internet and means for outputting an internet signal to the rural environment. For example, in some embodiments the system utilizes satellite, fiber optics, point to point wireless, television white space, cellular and/or WIFI to facilitate the receipt and transmission of data between a plurality of client terminals in the rural environment and the internet.

A system and method for providing internet to a rural environment is disclosed. The system includes a housing, such as a shipping container, having means for connecting the system to the internet and means for outputting an internet signal to the rural environment. For example, in some embodiments the system utilizes satellite, fiber optics, point to point wireless, television white space, cellular and/or WIFI to facilitate the receipt and transmission of data between a plurality of client terminals in the rural environment and the internet.