The project aimed at detecting and preventing Intrusion and Advanced Persistent Thread (APT) attacks via manifesting anomalies in network flows and system logs using machine learning algorithms. DeterLab Testbed was used as a development and test platform for the various work packages of the project. Moreover, it was funded by The Scientific and Technological Research Council of Turkey (TUBITAK).