The landscape of artificial intelligence is rapidly evolve, with a growing emphasis on executing models directly at the edge. This paradigm shift facilitates immediate decision making and processing, unlocking groundbreaking capabilities in diverse fields such as autonomous systems. Edge intelligence empowers devices to process data locally, minimi