**Welcome to the 2023 Kaggle Playground Series!** Thank you to everyone who participated in and contributed to Season 3 Playground Series so far. This is our last episode for the Season 3 and we wish you all a Happy New Year! Stay tuned for the new season next year! **Your Goal:** For this Episode of the Series, your task is to use a multi-class approach to predict the the outcomes of patients with cirrhosis. Good luck!