In today's data-driven world, processing capabilities is paramount. {Traditionally, this processing has been centralized in large data centers, but a paradigm shift is underway: edge computing.Edge AI rises to prominence by bringing intelligence directly to the edge of the network. This means analyzing data closer to where it's generated, offering