The escalating frequency of cyber threats demands a transformative approach. Traditional, rule-based security platforms are increasingly inadequate to effectively respond to evolving malware and zero-day exploits. Machine learning powered network security solutions offer a proactive defense, analyzing massive datasets of network logs in real-time t