In this Paper,a conjugate gradient-based neural network is constructed to solve systems of simultaneous linear algebraic equations. The simulation results show that the proposed neural network is feasible and efficient for exactly determined,underdetermined and over-determined systems of linear equations. MATLAB software is used to implement the network in the computer and MATLAB coding program for the neural network has been furnished. © 2016,International Journal of Pharmacy and Technology. All rights reserved.