Various approaches to NLP problems using Keras and TensorFlow.
- Sentiment analysis of IMDB reviews IMDB dataset contains labeled (25k for positive and 25k for negative) and unsupervised (50k) reviews. Models used to predict a sentiment:
- word embedding dataset GloVe. Prediction accuracy ~ 54%
- LSTM model. Prediction accuracy ~ 53% LSTM model should be fine-tuned for a better result.