Educational institutions increasingly rely on network technologies to support learning, communication, and research activities. However, the growing use of internet services also increases the risk of cyber threats such as malware, phishing attacks, unauthorized access, and distributed denial-of-service (DDoS) attacks. Traditional security mechanisms often fail to detect complex and evolving cyber threats.