Car Analysis
v2.0 Live: Probabilistic Prediction

Beyond Point Predictions:
Confidence Intervals.

Powered by CatBoost and FastAPI. We don't just guess a price; we calculate the probabilistic range based on 10,000+ real-world market data points collected via custom web scrapers.

Try Range PredictionView Code on GitHub
Hugging Face (CatBoost)
Volkswagen Passat 2018 (85k KM)
Analysis Dashboard
Drift Monitoring Active

Predicted Price Range

₺1.180k - ₺1.320k
Quantile Regression
96%+
R² Accuracy Score
10k+
Real-World Data Points
84%
Model Confidence Level

Production-Grade MLOps

A complete end-to-end pipeline. The CatBoost model is versioned and stored on Hugging Face. Inference is handled by a high-performance FastAPI backend.

  • Custom Web Scraping Pipeline (Bs4)
  • MultiQuantile Loss for Interval Prediction
  • FastAPI for Real-Time Inference
  • Hugging Face for Model Registry
  • Interactive Analysis Dashboard
  • SHAP Values for Explainability
Read Engineering CaseView Code on GitHub
Hugging Face
FastAPI
Dashboard
CatBoost