ML Innovations Lab

Welcome to the ML Innovations Lab at the College of Semiconductor Research, National Tsing Hua University. Under the direction of Sourav De, our laboratory is committed to driving breakthroughs in memory and logic technologies that enable intelligent, high-performance computing systems.

Our research centers on advanced semiconductor logic devices, memories, ferroelectric memories utilizing materials such as hafnium oxide, emerging non-volatile memory architectures, and in-memory computing frameworks.

Through interdisciplinary methodologies encompassing materials characterization, device fabrication, and circuit optimization, we address pressing challenges in scalability, energy efficiency, and integration with machine learning applications. These endeavors contribute to the development of next-generation devices that support sustainable data processing and artificial intelligence advancements.