Notably, the dataset for developing the information-pushed equipment Mastering product comprises 2,820 observations. To ensure a robust prepare and Test, 90% of dataset ended up allotted for the training and validation. This allocation was executed applying k-fold cross-validation, specifically with 5 folds, to enhance the model’s trustworthi