Electronic apparatus and method of controlling thereof

A method of controlling an electronic apparatus for generating an artificial intelligence model, the method comprising:

• based on receiving, by the electronic apparatus, a user command for using the artificial intelligence model, identifying, by the electronic apparatus, a memory capacity of the electronic apparatus;
• based on the identified memory capacity of the electronic apparatus, identifying, by the electronic apparatus, a number of artificial intelligence models;
• generating, by the electronic apparatus, a plurality of artificial intelligence models based on the identified number of the artificial intelligence models;
• obtaining, by the electronic apparatus, output data by inputting input data to the plurality of artificial intelligence models;
• and
• outputting, by the electronic apparatus, a result value by ensembling the output data obtained from the plurality of artificial intelligence models,
• wherein the generating of the plurality of artificial intelligence models includes:
• receiving, from a server, a reference value for obtaining a plurality of layer parameters with respect to layers at corresponding locations among a plurality of layers included in each of the plurality of artificial intelligence models without receiving, from the server, the plurality of artificial intelligence models, and
• based on the received reference value, generating the layers at corresponding locations among the plurality of layers included in each of the plurality of artificial intelligence models,
• wherein the generating of the plurality of artificial intelligence models further includes generating a layer scheme of the plurality of artificial intelligence models based on the received reference value,
• wherein the reference value is determined based on an average value and a distribution value of the plurality of layer parameters with respect to the layers at corresponding locations, and
• wherein, based on the distribution value of the plurality of layer parameters being less than or equal to a predetermined value, the reference value is determined based on the average value of the plurality of layer parameters.