The landscape of artificial intelligence is rapidly evolve, with a growing emphasis on deploying models directly at the edge. This paradigm shift promotes immediate decision making and processing, unlocking novel capabilities in diverse fields such as autonomous systems. Edge intelligence empowers platforms to analyze data locally, minimizing laten