The best approach
There are some steps that we can follow in order to obtain the best possible approach. In this approach, we have used a glove pretrained model and have trained the model using the RNN and LSTM networks. The glove model has been pretrained on a large dataset so that it can generate more accurate vector values for words. That is the reason we are using glove here. In the next section, we will look at the implementation of the best approach. You can find all the code at this GitHub link: https://github.com/jalajthanaki/Sentiment_Analysis/blob/master/Best_approach_sentiment_analysis.ipynb.
Implementing the best approach
In order to implement the best approach, we will be performing the following steps:
Loading the glove model
Loading the dataset
Preprocessing
Loading the precomputed ID matrix
Splitting the train and test datasets
Building a neural network
Training the neural network
Loading the trained model
Testing the trained model
Loading the glove model
In order to get the best performance...
