ML Innovations Lab — College of Semiconductor Research, NTHU

Welcome to the ML Innovations Lab at the College of Semiconductor Research, National Tsing Hua University, led by Assistant Professor Sourav De. Our laboratory pioneers breakthroughs in memory and logic technologies that power intelligent, high‑performance computing systems.

We focus on advanced semiconductor devices, including ferroelectric memories based on hafnium oxide, emerging non‑volatile architectures, and in‑memory computing frameworks that bridge materials science with circuit innovation.

By integrating materials characterization, device fabrication, and circuit optimization, we tackle fundamental challenges in scalability, energy efficiency, and AI‑driven integration. Our research advances the frontier of next‑generation memory technologies, enabling sustainable and intelligent data processing for future computing paradigms.