The escalating frequency of cyber attacks demands a advanced methodology. Traditional, manual security platforms are increasingly unable to effectively detect to evolving malware and new exploits. Machine learning powered cybersecurity platforms offer a proactive defense, assessing massive datasets of network logs in real-time to identify anomalies