This repository contains the full implementation of a machine learning pipeline developed for the Kaggle competition Loan Approval Prediction (Playground Series - Season 4, Episode 10). Our goal is to predict whether a loan will be approved based on applicant information and credit history, leveraging state-of-the-art ML models and feature engineer