Natural Language Processing is considered to be one of the most difficult areas of study because not all has yet been uncovered about the development and logic behind it. Yet research is on to emulate human behaviour and language understanding to work with machines. Out of different approaches tried on Grammar Induction, Artificial Neural Networks seem to have come closest to success. This text presents work done in this area using the approach mentioned.