The landscape of artificial intelligence has dramatically evolve, with a growing emphasis on implementing models directly at the edge. This paradigm shift promotes instantaneous decision making and processing, unlocking novel capabilities in diverse fields such as autonomous systems. Edge intelligence empowers devices to analyze data locally, minim