Table 3 Rule book for the LEMONADE expert system.

From: An automated multi parameter neural architecture discovery framework using ChatGPT in the backend

Legend

Description

Conflict with

ACL

Add convolutional layer

RCL

ASC

Add skip connection

RSC

ADL

Add dense layer

RDL

RCL

Reduce convolutional layer

ACL

RSC

Reduce skip connection

ASC

RDL

Reduce dense layer

ADL

AD

Add dropout layer

RD

AMK

Add more kernel

RK

AWI

Add weight initializer

–

AR

Add regularization

RR

RK

Reduce number of kernel

AMK

RD

Reduce dropout layer

AD

AMN

Add more neurons

RN

RN

Reduce neurons

AMN

RR

Reduce regularization

AR