Abstract: Described herein are systems and methods for work from home solutions according to various embodiments of the invention. These solutions accurately diagnose connectivity issue locations and severity from any, some, or all points in a network framework. Embodiments of these solutions may also use artificial intelligence and machine learning to process customer quality-of-experience (QoE) feedback and other relevant indicators. The solutions may improve network connectivity based on these measurements and processes.

Abstract: Systems and methods are provided for analysis and selection of attributes used to segment data entities. The attributes used to segment data entities may be analyzed to identify segments of data entities (e.g., distinct audiences of visitors) that share values for a given subset of attributes. By intelligently selecting attributes for use in the segmentation process based on the values that they may take (e.g., the cardinality of the attributes), the selected attributes can be used to generate a reasonable or otherwise desirable number of data entity segments. Other attributes can be excluded from the segmentation process.

Abstract: Systems and methods are provided for analysis and selection of attributes used to segment data entities. The attributes used to segment data entities may be analyzed to identify segments of data entities (e.g., distinct audiences of visitors) that share values for a given subset of attributes. By intelligently selecting attributes for use in the segmentation process based on the values that they may take (e.g., the cardinality of the attributes), the selected attributes can be used to generate a reasonable or otherwise desirable number of data entity segments. Other attributes can be excluded from the segmentation process.

Abstract: A peer-to-peer tutoring system is provided for use between touch screen portable electronic devices. The system provides a dynamic, real-time interactive session between a tutor and a student using a virtual whiteboard, real-time messaging and voice communications. The system also provides a full capture and review of sessions for future review by students and parents. The portable electronic devices exchange data in near real-time via a connection with a central server that acts as both an exchange mechanism to push, pull and manage session data, both current and historical. A tutor selection application allows students and parents to review tutors, review and create tutor ratings and create and manage appointments with tutors.