Due to advancement in technology and Internet, cybercriminals are using various machine learning (ML) and deep learning (DL) approaches to commence cyberattacks. As DL approaches were used in processing of image and recognition of speech, cybersecurity experts were busy using DL techniques to tackle those cyberattacks. This survey report focuses on DL methods put forward recently for cybersecurity.