Artificial intelligence (AI) and machine learning (ML) are exciting concepts in all fields, but especially cybersecurity. The cybersecurity industry suffers from a significant shortfall in trained personnel and a rapidly growing number of attacks. By leveraging AI and ML, cyber defenders have the potential to close the gap and more efficiently defend against new attack vectors. Web applications represent a significant potential attack surface for organizations, and web application security is a promising application of ML-based cybersecurity defense solutions. Attackers are always developing new attacks, and ML-based systems have the potential to detect and block them. However, developing a
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