The realm of artificial intelligence is undergoing a remarkable transformation, fueled by the rise of edge AI solutions. These innovative methods are shifting the paradigm by pushing AI processing power to the periphery of the network, closer to the source of data generation. This {strategic{ shift offers a multitude of advantages, including faster