The landscape of artificial intelligence is shifting rapidly, driven by the emergence of edge computing. Traditionally, AI workloads relied on centralized data centers for processing power. However, this paradigm Embedded systems is evolving as edge AI gains prominence. Edge AI encompasses deploying