..., the precision, recall, and F1 score are 0.85, 0.88, and 0.86, respectively. Thus, XGBoost can effectively distinguish coals from noncoal formations during in-seam drilling. The developed machine learning model has the potential to identify coals and improve drilling efficiency during real-time in-seam drilling...