Patent ID: 11928570
Assignee: KPN INNOVATIONS LLC
Field: Pharmaceuticals (Chemistry)
Classification: CPC G  A | IPC A  G

Claim 10:
11. A method of generating an advisory instruction set, comprising:
receiving at least a prognostic output on at least a server;
generating, through an alimentary instruction label learner, at least an alimentary output as a function of the prognostic output; and
generating, through an advisory module of the at least a server, an advisory instruction set comprising at least one specialized instruction as a function of the at least an alimentary output, wherein generating the advisory instruction set comprises receiving informed advisor information from a user database and providing the at least one specialized instruction to the informed advisor information, wherein the advisory module comprises a user communication learner comprising:
a general learner, wherein the general learner is configured to:
receive a second training set comprising a corpus of previous conversations, the second training set correlating user inputs to communication outputs;
train a second machine-learning model using the second training set; and
generate, as a function of the second machine-learning model, at least one communication output; and

a user-specific learner, wherein the user-specific learner is configured to generate a tailored communication output for a specified user, wherein generating the tailored communication output comprises:
receiving a plurality of input-output pairs from the general learner;
minimizing an error function representing a degree of success, wherein the degree of success comprises a comparison of the alimentary output and the at least one specialized instruction to the plurality of input-output pairs; and
generating the tailored communication output based on the minimization of the error function.