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