This beginner course explores the ROCm™ platform for embedded and physical AI, explaining how RDNA™ iGPUs, HIP programming, and optimized AI frameworks enable efficient, low‑latency GPU acceleration within power‑ and size‑constrained systems. {Lecture, Lab, Quiz}