Situation: Online search is now the go-to approach for people to access information. Thus, more and more companies are realizing the value of integrating NLP search capabilities into their software with each passing day. Task: I aimed to translate a given text from English to Spanish. Action: Built a Seq2Seq model to translate English to Spanish using bi-directional LSTM. Reward: Was able to successfully translate a sentence in English to a sentence in Spanish, albeit with some room left for optimization.