This article discusses the integration of Deep Neural Networks (DNNs) into Edge Computing environments, which aims to reduce latency, preserve bandwidth, and upgrade privacy and security by processing data locally. The article highlights the potential of this convergence in various applications, such as autonomous vehicles and smart city infrastructure, and calls for further research in this area.