The escalating complexity of cyber threats demands a revolutionary methodology. Traditional, signature-reliant security platforms are increasingly inadequate to effectively detect to evolving cyberattacks and zero-day exploits. Machine learning powered network security solutions offer a adaptive defense, examining massive datasets of network data i