Abstract: The talk will be splitted into two parts. In the first part, I will briefly introduce the newly established Hon Hai Research Institute with a special focus on the current research directions in the quantum computing research center. In the second part, I will discuss various issues of variational quantum circuits, including their expressivity, trainability, and generalization. I will also discuss promising applications of variational quantum circuits.