This is the newer version of the same work. As the competition didn't expect any data removal, I had to revamp my work once again.
This new version has the DS work end to end, starting with EDA, then Data Visualization, Model Building, and then Hyperparameter tuning of models. Finally, the work was submitted, and got a 98% accuracy on the test data.
Follow this link to view the latest work: Will you eat that Mushroom?
Please feel free to drop in your suggestions. And also, if you can, please upvote the work.