Abhishek Shija Ramesan completed Machine Learning for Automotive

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 using R²/MAE/RMSE, and recommended the stronger model for Certified Pre-Owned pricing based on both accuracy and business impact.

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