Abstract: In some aspects, the techniques described herein relate to a method including: embedding a graph with an embedding model, wherein the embedding generates node and edge vectors for each node and each edge, respectively, in the graph; generating peer node groups based on the node vectors and the edge vectors; generating edge predictions based on the node vectors and the edge vectors; training a machine learning model based on the node vectors and the edge vectors; inputting the node vectors and the edge vectors into the machine learning model; receiving, as output from the machine learning model, a prediction of a future action based on the node vectors and the edge vectors; generating a plurality of insights based on the peer node groups, the edge predictions, and the prediction of a future action; storing the plurality of insights in an insight database, and providing an interface to the insight database.

Abstract: The present invention relates to a system that utilizes augmented reality and artificial intelligence to provide users with expert-sourced information and real-time assistance for completing various tasks comprising: a first computer device in communications with a data storage system; a set of computer readable instructions that when processed by the computer device is adapted to: receive a query representing a task for which instructions are desired; retrieve from the data storage system information according to the query; produce instructions according to the information retrieved; format the instructions to allow the instructions to be displayed on an augmented reality device; and transmit the instructions to a second computing device.

Abstract: In some aspects, the techniques described herein relate to a method including: embedding a graph with an embedding model, wherein the embedding generates node and edge vectors for each node and each edge, respectively, in the graph; generating peer node groups based on the node vectors and the edge vectors; generating edge predictions based on the node vectors and the edge vectors; training a machine learning model based on the node vectors and the edge vectors; inputting the node vectors and the edge vectors into the machine learning model; receiving, as output from the machine learning model, a prediction of a future action based on the node vectors and the edge vectors; generating a plurality of insights based on the peer node groups, the edge predictions, and the prediction of a future action; storing the plurality of insights in an insight database, and providing an interface to the insight database.

Abstract: The toilet assembly includes a toilet seat lid, a toilet seat, a toilet tank, a toilet bowl and a hinge assembly. The toilet seat lid is situated on top of the toilet seat. The toilet seat lid has a front peripheral lid portion and an end portion extended off of the front peripheral lid portion. The toilet seat has a front peripheral seat portion and an end portion extended normal to the front peripheral seat portion. The hinge assembly is affixed to the lid end portion, the seat end portion, and additionally to the front surface of the toilet tank. The seat end portion rises perpendicular to the front peripheral seat portion so that when the toilet seat lid is raised, the hinge assembly is covered, protecting it from exposure to urine.

Abstract: The toilet assembly includes a toilet seat lid, a toilet seat, a toilet tank, a toilet bowl and a hinge assembly. The toilet seat lid is situated on top of the toilet seat. The toilet seat lid has a front peripheral lid portion and an end portion extended off of the front peripheral lid portion. The toilet seat has a front peripheral seat portion and an end portion extended normal to the front peripheral seat portion. The hinge assembly is affixed to the lid end portion, the seat end portion, and additionally to the front surface of the toilet tank. The seat end portion rises perpendicular to the front peripheral seat portion so that when the toilet seat lid is raised, the hinge assembly is covered, protecting it from exposure to urine.