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Machine learning · Built

Flat Price Prediction

A price prediction project that scrapes real estate listings and compares regression and tree-based models.

Highlights

  • Listings scraped with BeautifulSoup and Selenium
  • Exploratory analysis and feature engineering
  • Linear Regression, Random Forest and XGBoost compared on RMSE and R squared

Built with

  • BeautifulSoup
  • Selenium
  • XGBoost
  • scikit-learn

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I build AI agents, automation and forecasting for small businesses and teams. Read about sales forecasting for small businesses, or see how I work with clients.