While experimenting with several algorithms to enhance my performance in the Titanic competition on Kaggle, I achieved my best results using XGBoost with Grid-Search, along with an Ensemble Voting classifier. This effort earned me a ranking in the top 12% on the Kaggle competition leaderboard. However, there is still more work to be done.