In this paper a fractional differential equations based on Riemann-Liouville fractional derivatives are solved exactly. The solution is obtained in terms of H-functions and it is finite for all times. Moreover, by using the neural network method, we have estimated the numerical solution for some special equations. © Pakistan Academy of Sciences.