Edge artificial intelligence ushers in a paradigm shift in how we interact with technology. By deploying cognitive algorithms directly on devices at the network's edge, we can real-time action, eliminating the need for constant internet access. This localized approach offers a range of benefits, including improved latency, enhanced privacy, and red