Notably, the dataset for developing the info-driven device learning product comprises two,820 observations. To guarantee a sturdy prepare and Test, 90% of dataset had been allotted with the teaching and validation. This allocation was executed applying k-fold cross-validation, exclusively with five folds, to boost the design’s trustworthiness