Machine learning plays a vital role in enhancing network security and protecting sensitive data.It enables proactive threat detection by analyzing network traffic and user behavior in real-time.Machine learning enhances Intrusion Detection Systems (IDS) by reducing false positives and improving accuracy.It automates incident response by quickly assessing the severity of an incident and initiating the appropriate actions.