In the last decade, AI has achieved great breakthroughs and has transformed a number of industries, e.g., robotics, self-driving cars, healthcare, etc. Our goal is to explore new paradigms for AI and intelligent computing from the perspective of hardware. Specifically, we are exploring the hardware acceleration of AI algorithms, e.g., neural networks, based on digital logic, FPGAs, resistive RAM (RRAM), silicon photonic components, etc.