Orchestrator aims to develop Artificial Intelligence (AI) and Machine Learning (ML) supported network monitoring, management and cyber security platform. Thus, the main focus of the proposal will be monitoring and management of highly dynamic large-scale hybrid networks and also ensuring cyber security of such networks by employing AI and ML based solutions for acting at machine speed against emergent attacks. The Orchestrator platform will revolutionize the experience for security analysts by providing proactive, automated, remediated capabilities. By detecting anomalies and breaches quickly, and providing automated remediation. The Orchestrator platform will able to greatly enhance network security, protecting users, devices and organization’s reputation.