What Ayush demonstrated

Built an end-to-end used-car pricing analysis for VW and Audi listings in the UK market. Combined the datasets, explored price and mileage patterns, engineered predictive features, compared Linear Regression against Random Forest with R²/MAE/RMSE, and recommended the stronger model for CPO pricing decisions based on feature importance and business impact.

• Leakage-Aware Feature Preparation
• Comparative Model Evaluation
• Business Translation of Model Results