The landscape in artificial intelligence continues to be rapidly evolving, with a notable shift towards edge computing. This paradigm offers significant advantages by processing data at the source, reducing latency Embedded systems and optimizing real-time decision-making. Edge AI solutions have become increasingly accessible, democratizing the fie