Energy Efficient Software Hardware CoDesign for Machine Learning: From TinyML to Large Language Models

Mohammad Saleh Vahdatpour, Yanqing Zhang

The rapid deployment of machine learning across platforms from milliwatt-class TinyML devices to large language models has made energy efficiency a primary constraint for sustainab…