In our approach, EM Algorithms for PCA has been chosen to reduce the dimensions of the original data. After the reduction of dimensions on the data, EMPCA resulted in negligible error of 1-2 percent variation compared with the original data. With that, accuracy and robustness are ensured in our approach.