While applying for H1B or EB2 GC application, is there any discrepancy with Master of Engineering as opposed to Master of Science or both of them are counted the same ?

Will need much more information. For the H-1B, the position must require a certain degree, whether it is a bachelors or a masters is dependent on the position. The actual degree required is dependent on the position as well.