Here in this, I used the Recurrent Neural Network with 3 recurrent units. Used GRU's and used a data-set consisting of 50000 reviews of movies from IMDB. The code is in Tensorflow with Keras. accuracy training: 0.8765 validation accuracy: 0.8752