What Manuraj demonstrated

Built an end-to-end used-car pricing workflow for VW and Audi listings: combined and explored the datasets, engineered predictive features, trained and compared Linear Regression and Random Forest models, and selected Random Forest as the stronger pricing-support model. The work included a clear business summary for a Certified Pre-Owned team, with feature-importance interpretation and a cautious recommendation to use model outputs as decision support rather than a final price setter.

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