Edge artificial intelligence represents a paradigm shift in how Energy-efficient AI hardware we interact with technology. By deploying intelligent algorithms directly on devices at the network's edge, it facilitates real-time decision making, minimizing the need for constant internet access. This localized approach offers a range of opportunities,