This project is a NLP problem that will be the foundation of an English program used by the company Easy Sailing Language Training. Their ambition is to have a reliable tool to assess new students’ ability to write in English according to the IELTS grading system.
This report outlines the development of a machine learning model aimed at predicting the rating of essays based on their content. The project encompasses the complete lifecycle of machine learning model development, including preprocessing, feature extraction, model selection, training, evaluation, and deployment. The goal is to automate the essay evaluation process, providing a scalable and objective tool for educators and institutions to assess writing quality.
Click here to read the full project. Click Implementation to read the notebook.