In this paper, a new Discontinuity Capturing Shallow Neural Network (DCSNN) for approximating $d$-dimensional piecewise continuous functions and solving elliptic interface problems is developed. There are three novel features in the present network; namely, (i) jump discontinuities accurately captured, (ii) it completely shallow, comprising only one hidden layer, (iii) mesh-free partial differe...