Edge artificial intelligence represents 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, reducing the need for constant internet access. This localized approach offers a range of opportunities, including enhanced performance, confidentiality, a