US 12,242,945 B1
Apparatus and method for personalization of machine learning models
Michael Everest, Los Angeles, CA (US)
Assigned to edYou Technologies Inc., Los Angeles, CA (US)
Filed by edYou, Los Angeles, CA (US)
Filed on Oct. 17, 2023, as Appl. No. 18/381,034.
Int. Cl. G10L 15/16 (2006.01); G06N 3/044 (2023.01)
CPC G06N 3/044 (2023.01) 20 Claims
OG exemplary drawing
 
1. An apparatus for personalization of machine learning models, the apparatus comprising:
at least a processor; and
a memory communicatively connected to the at least a processor, the memory containing instructions configuring the processor to:
receive resource data from one or more data acquisition systems, wherein the resource data comprises virtual activity data pertaining to a user, and wherein the virtual activity data comprises a virtual action made by the user;
classify the resource data to one or more information categorizations;
generate information training data as a function of the one or more information categorizations;
train an information machine learning model as a function of the information training data;
receive a data request as a function of a user input; and
generate a personalized data request as a function of the data request and the information machine learning model; and
generate a user specific output as a function of the personalized data request and a large language model, wherein the user specific output comprises a virtual avatar model, and wherein the virtual avatar model is configured to perform an animation based at least on the data request and a plurality of rules.