The landscape of artificial intelligence is rapidly evolve, with a growing emphasis on deploying 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 platforms to analyze data locally, minimizi