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 groundbreaking capabilities in diverse fields such as Apollo microcontroller autonomous systems. Edge intelligence empowers platforms to