The project’s objective is to develop a framework that overcomes the limitations of the Manufacture Usage Description (MUD) framework and makes Internet of Things (IoT) systems more secure. The framework observes the behavior of IoT devices and automatically learns their normal behaviour models using clustering techniques. It then restricts the devices to behave as per the learned normal behaviour model.