The landscape of machine intelligence is rapidly evolving. Traditionally, AI has been reliant on cloud computing on powerful data centers to process information. However, a new paradigm is taking hold: Edge AI. This revolutionary technology extends intelligence directly to the source, enabling real-time processing and unprecedented benefits. Appl