Edge AI is rapidly emerging the technological landscape. Traditionally, artificial intelligence models have relied on centralized processing power in data centers. However, Edge AI shifts this paradigm by executing these sophisticated algorithms directly on edge devices. This distributed approach brings several benefits, including reduced latency,