The symbolic differentiation technique described herein uses operator overloading and two simple recursive procedures, both the forward and reverse forms of differentiation, to create purely symbolic derivatives. The symbolic derivative expressions can be translated into a program in an arbitrary source language, such as C# or C++, and this program can then be compiled to generate an efficient executable which eliminates much of the interpretive overhead normally encountered in automatic differentiation.