Complex multi-stage cyberattacks have become more common, for which audit log data are a good source of information for online monitoring. However, predicting cyber threat events based on audit logs remains an open research problem. This video explores advanced persistent threat (APT) audit log information and uses a combination of causal graphs and deep learning techniques to perform a predictive analysis of APT.