Modern enterprises face a constantly evolving threat landscape, demanding robust cyber defense strategies. Conventional rule-based systems often struggle to detect sophisticated attacks and previously unknown breaches. Intelligent network defense systems offer a vital advantage, utilizing ML to assess vast volumes of network traffic in immediately.