The landscape of artificial intelligence transcending rapidly, driven by the emergence of edge computing. Traditionally, AI workloads leveraged centralized data centers for processing power. However, this paradigm undergoing a transformation as Embedded systems edge AI takes center stage. Edge AI represents deploying AI algorithms directly on devic