Vineet Nair completed Machine Learning for Automotive

Built an end-to-end used-car pricing workflow for VW and Audi listings in the UK market. Combined and explored the datasets, engineered predictive features such as car age and mileage per year, compared Linear Regression against Random Forest with R²/MAE/RMSE, and translated the results into a practical pricing recommendation for a Certified Pre-Owned team.

• Leakage-Free Data Preparation
• Comparative Model Evaluation
• Business-Oriented Interpretation