What Abhishek demonstrated

Built an end-to-end used-car pricing analysis for VW and Audi listings in the UK market. Combined the datasets, engineered predictive features such as car age and mileage-per-year, trained and compared Linear Regression and Random Forest models, and recommended Random Forest for deployment based on stronger R², MAE, and RMSE performance. Also connected the results to a practical Certified Pre-Owned pricing workflow.

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