Cyber Security is a challenging research area nowadays because of the continuously increasing dependency of people on the Internet for day-to-day activities. Secure data transfer is a critical matter of concern for users while using the Internet. Secure data transfer demands that the data should be from a reliable and authenticated source. Secure data transfer is essential to avoid malicious code variants or software aka hidden malware. Detecting malware is a critical task as the current generation malware uses rapidly evolving techniques, and gets hidden in a genuine-looking file. However, malware detection can get a lot more progress if we deploy a machine learning technique, such as Deep learning for this purpose.