Recently, the development of neural network method for solving differential equations has made a remarkable progress fractional equations. In this paper, is employed to solve time-fractional telegraph equation. The loss function containing initial/boundary conditions with adjustable parameters (weights and biases) constructed. Also, in equation was formulated as an optimization problem. Numeric...