What Sudeepto demonstrated

Built an end-to-end used-car pricing workflow for VW and Audi listings in the UK market. Combined and explored the datasets, engineered age- and usage-based features, trained Linear Regression and Random Forest models, compared them with R²/MAE/RMSE, and translated the results into a clear pricing recommendation for a Certified Pre-Owned team.

• Leakage-Free Feature Engineering
• Comparative Model Evaluation
• Business Translation of ML Results