r Amharic-Khimtagne and Khimtagne-Amharic translations, respectively. The main limitation of this research is the lack of sufficient datasets to conduct an entire experiment. Therefore, it is necessary to collect parallel corpora to facilitate further research in this field. Keywords: Amharic-Khimtagne Machine Translation, Bi-Directioanl Machine Translation, NLP, NMT, Deep Learning, LSTM, LSTM with attention, CNN with attention, Transformers.