I make use of bi-directional LSTMs to perform sentiment analysis on movie reviews. The data was sourced through an IMDB movie review dataset [can be found in Kaggle]. The text data was preprocessed and then converted to vectors using one hot encoding. The resulting bidirectional LSTM had an accuracy of 87.37% in accurately identifying the sentiment of the review.