As cyber threats grow more diverse, with attackers exploiting cloud computing, IoT, and mobile technologies, traditional security measures based on predefined rules are no longer sufficient. To address these challenges, ML-based cybersecurity solutions are increasingly focusing on behavior-based detection and automated threat mitigation.