ranim-missaoui/Tunisian-used-car-prices-prediction

Predicts used car prices in Tunisia (DT) → MAE 15k · R² 0.85 Full end-to-end ML pipeline: automobile.tn web scraper, cleaning , Random Forest 100% open source # Tunisia Used Car Price Predictor **open-source car pricing tool for the Tunisian market** Real local data • Web scraper • ML model • CLI **Current Best Accuracy** R² 0.85 → MAE 15k DT ## Features - Full **automobile.tn web scraper** (BeautifulSoup) - preprocessing & feature engineering - **Random Forest** trained on log prices : best real-world accuracy - **CLI predictor** with full input validation (accurate car brands and models) - Pre-trained model included ## CLI example Brand (Abarth, Alfa Romeo, Audi, Chery, Chevrolet, Citroën, Dacia, Fiat...): Fiat Model for Fiat (500, 500 C, 500 Lounge, Ducato, Fiorino, Grande Punto...): Grande Punto Year (e.g. 2019): 2011 Transmission (auto/manual): manual Engine size (L, e.g. 1.6): 1 Mileage in KM (e.g. 120000): 200000 ============================================================ Fiat Grande Punto 2011 1.0L • 200,000 km • MANUAL Age: 14 year(s) ------------------------------------------------------------ PREDICTED PRICE: 28,752 DT ============================================================