Notably, the dataset for developing the information-pushed equipment Mastering product comprises 2,820 observations. To make sure a robust practice and check, ninety% of dataset had been allocated to the training and validation. This allocation was applied applying k-fold cross-validation, exclusively with 5 folds, to boost the product’s depe