Methods related to voice conversion were explored and experimented. Basic idea of the work is to convert voice of one person to other person with same or different gender. Spectral Analysis and Linear Prediction Coding were main algorithms used in this project. PRAAT software was used mainly for feature extraction and implementing the algorithms.