Edge AI is rapidly gaining traction the technological landscape. Traditionally, artificial intelligence systems 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 localized approach brings several advantages, including reduced