A Kaggle Journey: Predicting House Prices

Posted on Jun 25, 2023

Introduction

Participating in Kaggle competitions is a great way to learn machine learning hands-on. This project focused on house price prediction, starting from scratch and achieving a rank of 22 out of 4891 teams on the leaderboard.

House Prices Prediction

The Journey

  1. Learning: Immersed in machine learning fundamentals over 14 days in Yunshu Lab.
  2. Model Implementation: Explored Linear Regression, Random Forest, XGBoost, and Neural Networks.
  3. Optimization: Enhanced performance through hyperparameter tuning and feature engineering.

Achievements

This journey provided invaluable experience in predictive modeling and competitive problem-solving.