Boost Your Real Estate IQ: Mastering Housing Price Prediction with AI
Published:Jan 29, 2026 11:36
•1 min read
•Qiita ML
Analysis
This project offers an exciting opportunity to dive into the world of machine learning and its practical applications. By comparing the powerful LightGBM and XGBoost algorithms, alongside feature engineering and web application development, this guide provides a complete, hands-on experience for aspiring data scientists.
Key Takeaways
- •Combines LightGBM and XGBoost for superior housing price prediction.
- •Employs feature engineering, including distance calculations from major cities, to enhance accuracy.
- •Creates a user-friendly web application using FastAPI and htmx for easy access to predictions.
Reference / Citation
View Original"In this article, we'll build a system to predict housing prices using machine learning, using the open data "California Housing Price Dataset.""
* Cited for critical analysis under Article 32.