https://www.mediafire.com/file/1xyj8geqfhwqurj/model.pkl/file https://www.mediafire.com/file/c5qcusvf96ckg14/vector.pkl/file download these both the files and place it in the root directory
-> We aimed to analyze courses on the basis of their comments and not just the stars the get.
-> You just have to enter the URL of the course you want to analyze.
-> By web scraping, we get the comments on that course and send it to our ML model (Count vectorizer followed by Random Forest).
-> The model classifies each comment into positive, negative and neutral.
-> After applying some maths, we display a rating of that course purely on the basis of the comments it has.
-> The model is trained on https://www.kaggle.com/datasets/imuhammad/course-reviews-on-coursera
Here is performance of the model -
Working -