Notably, the dataset for creating the info-pushed device learning product comprises two,820 observations. To guarantee a strong educate and Test, 90% of dataset ended up allotted for your coaching and validation. This allocation was carried out employing k-fold cross-validation, exclusively with 5 folds, to enhance the design’s reliability and Successfully Submitted (Awaiting Approval)