The landscape of artificial intelligence is rapidly evolve, with a growing emphasis on implementing models directly at the edge. This paradigm shift enables instantaneous decision making and processing, unlocking novel capabilities in diverse fields such as autonomous systems. Edge intelligence empowers platforms to interpret data locally, minimizi