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Cybersecurity is turning into one of the biggest concerns of the modern era. Only one weakness is enough to make the data vulnerable to security threats. To help with the same, some experts have advised about the usage of deep learnings for cybersecurity. Deep learning is a small but crucial part of Machine learning. It copies the human brain and follows the exact functionality and connectivity. With the help of deep learning techniques, AI will automate the cybersecurity process shortly. Deep Autoencoders use data examples to detect anomalies in the data pattern.