This paper concerns solving the steady radiative transfer equation with diffusive scaling, using physics informed neural networks (PINNs). The idea of PINNs is to minimize a least-square loss function, that consists residual from governing equation, mismatch boundary conditions, and other physical constraints such as conservation. It advantageous being flexible easy execute, brings potential fo...