The landscape of artificial intelligence is rapidly evolve, with a growing emphasis on implementing models directly at the edge. This paradigm shift promotes real-time decision making and processing, unlocking unprecedented capabilities in diverse fields such as autonomous systems. Edge intelligence empowers devices to interpret data locally, minim