his repository contains a robust, end-to-end machine learning pipeline for predicting personality types (Extrovert vs. Introvert) from behavioral survey data. The workflow includes advanced data cleaning, missing value imputation, class balancing, feature engineering, model selection, and ensemble learning. Built for the Kaggle Playground Series S.