As it becomes painfully clear that traditional cybersecurity solutions leave gaps, however small, that can be successfully exploited by adversaries, many users take heart when new and promising security solutions emerge. Technologies such as heuristics, deep packet inspection or behavioral analysis have brought hope of better protection in their time. Today, the latest trend in cybersecurity is artificial intelligence, and specifically machine learning (ML). The latter has been touted as the new remedy to security issues.