Chapter 8. Advanced NLP example: movie review sentiment
This chapter covers
- Using a real-world dataset for predicting sentiment from movie reviews
- Exploring possible use cases for this data and the appropriate modeling strategy
- Building an initial model using basic NLP features and optimizing the parameters
- Improving the accuracy of the model by extracting more-advanced NLP features
- Scaling and other deployment aspects of using this model in production
In this chapter, you’ll use some of the advanced feature-engineering knowledge acquired in the previous chapter to solve a real-world problem. Specifically, you’ll use advanced text and NLP feature-engineering processes to build and optimize a model based on user-submitted reviews of movies. ...