Notably, the dataset for producing the information-driven device learning model comprises 2,820 observations. To make sure a sturdy practice and Verify, ninety% of dataset had been allotted for the education and validation. This allocation was applied using k-fold cross-validation, particularly with five folds, to enhance the product’s trustw