What Aman demonstrated

Built an end-to-end used-car pricing analysis for VW and Audi UK listings: combined the datasets, explored price and mileage patterns, engineered age- and usage-based features, and trained both Linear Regression and Random Forest models. The work showed a strong performance gain from Random Forest and turned the results into a practical Certified Pre-Owned pricing recommendation for trade-in floors and resale guidance.

• Exploratory Data Analysis
• Leakage-Free Feature Engineering
• Honest Model Evaluation
• Business Translation of ML Results