Aqar Rent Price Predictor — End-to-End ML System
Predicts fair market rent for Riyadh apartments with a confidence range, from daily-scraped live listings to a deployed app.
- MAE 37% better than market baseline
- 20K+ listings scraped daily
- 98% Arabic geocoding resolution
- Python
- LightGBM
- FastAPI
- Streamlit
- BeautifulSoup
- SQLite
- GitHub Actions
- Pandas







