The landscape of artificial intelligence is experiencing a paradigm shift, with Edge AI emerging as a promising force. By implementing AI algorithms directly on edge devices, rather than Low power Microcontrollers relying on centralized cloud computing, Edge AI facilitates intelligence at the point of action. This decentralized approach unveils a w