Statistical Machine Translation (SMT) is a part ofNatural Language Processing. This translates one language toanother language. SMT consists of Language Model (LM), Translation Model (TM) and decoder. The decoder will makeuse of LM and TM to generate the translation. In this, probability of target language sentences is computed by LM, the given source sentence probability of the target sentence iscomputed by TM and maximizing the probability of translatedtext is done by Moses. English and Telugu parallel corpus havebeen used for training the system. Translation mainly dependson quality and quantity of corpus. In this, a model wasproposed for translation of Telugu language to Englishlanguage.