Notably, the dataset for building the info-driven device Mastering design comprises two,820 observations. To ensure a sturdy train and check, ninety% of dataset ended up allotted for the teaching and validation. This allocation was implemented employing k-fold cross-validation, especially with 5 folds, to improve the model’s dependability and mitigate Successfully Submitted (Awaiting Approval)