What Malhar demonstrated

Built an end-to-end used-car pricing analysis for VW and Audi listings in the UK market. Combined EDA, feature engineering, and model comparison to show that a tuned Random Forest outperformed Linear Regression, then explained the key price drivers and delivered a practical recommendation for a Certified Pre-Owned pricing workflow.

• Leakage-Free Feature Engineering
• Honest Model Evaluation
• Business-Oriented Model Interpretation