Sentiment Prediction from Movie Reviews Using Glove Word Embeddings.
-
GloVe - Global Vector for Word Representation | Word Embeddings
-
Results :
- Pretrained Embedding
- Script: SentimentUsingGlove.ipynb
- Training Samples: 8000
- Validation Accuracy: 67.49%
- Test Data Accuracy: 67%
- Pretrained Embedding
Notes / Observations:
max words kept : 10,000
Used 300 dimensions file from Globe Embedding database
The max text length was kept to 100.
When model.layers[0].trainable set to True, validation and test accuracies were slightly better (~ 76%)