This repository is created while following the Abhishek Thakur's youtube videos (video1 and video2).The dataset used is from the Kaggle competition and is mainly categorical.
Using label encoding and GradientBoostClassifier with 500 estimators, I got public and private leaderboard scores of 0.77.
Thanks to Abhishek Thakur.