Illegal or immoral use of the computer or its resources is cyber crime. It includes unauthorized access to private pages, stealing credit card information, piracy etc. As the cyber crimes are increasing day by day, it's affecting the industry on a large scale. Existing Intrusion Detection Systems (IDS), Intrusion Prevention Systems (IPS), and anti-malware system rely on low level network traffic features on program code signatures to detect cyber attacks. However, since hackers can constantly change their attack tactics by, it is extremely difficult for the existing security solutions to detect cyber attacks.