Given the widespread use of IoT devices in areas such as smart homes, healthcare, and industry, it is crucial to have effective techniques for categorizing and overseeing these devices. Understanding the behavior of devices connected to a network is essential for effective network traffic analysis. Through the analysis of network traffic characteristics, one can deduce the type and behavior of IoT devices. In the past, the classification of IoT devices was based on manual inspection or simple heuristics, but these methods were not sufficient to handle the increasing complexity and diversity of IoT devices