As our world becomes increasingly interconnected, the demand for intelligent systems that can process data in real time and at scale continues to soar. Traditional centralized AI models often face challenges because to latency concerns and bandwidth limitations. This is where Edge AI emerges as a transformative solution. By implementing AI algorith