The realm of artificial intelligence (AI) is rapidly evolving, and a compelling trend is the shift towards edge computing. With this paradigm fosters a decentralized approach, bringing computation and data storage closer to the heart of where information is generated. This paradigm shift enables real-time processing, reduces latency, and empowers a