With this project, I’ll apply and practice various NLP techniques, along with trying my hands on the tidymodels framework. I will use the NLP getting started challenge on kaggle for its dataset and also evaluating model performance using submissions.
Apply and improve NLP skills in R.
Learn and apply tidymodels modelling framework to do reproducible and effective science.
Focus more on model explainability and relative comparison of different algorithms.
The following series of posts tackle the above project goals sequentially
- Project Part 1 - NLP with Disaster Tweets: Part 1 Data Preparation
- Project Part 2 - NLP with Disaster Tweets: Part 2 Nearest Neighbor Models
- Project Part 3 - NLP with Disaster Tweets: Part 3 Linear Models
- Project Part 4 - NLP with Disaster Tweets: Part 4 Tree-based Models