Abstract: A method for classifying a downhole event includes acquiring logging while drilling (LWD) measurements in a downhole processing system that includes a trained deep learning model. The received LWD measurements are evaluated using the trained model to classify a drilling event. The classification classifies a change in a composition of the annular drilling fluid and enables a zone of interest in the subterranean formation to be identified.