PatternEx reduces attacker dwell time and analyst fatigue using Human Assisted Artificial Intelligence. By presenting the analyst with predictions of malicious behavior patterns and incorporating Active Learning, we increase alert accuracy while identifying attacks previously undetected by signature and rule-based solutions.