What Shubh demonstrated

Built an end-to-end used-car pricing analysis for VW and Audi listings: combined the datasets, explored price and mileage patterns, cleaned invalid records, engineered predictive features, and compared Linear Regression against Random Forest using R², MAE, and RMSE. The work culminated in a business recommendation for a Certified Pre-Owned team, grounded in model performance and feature importance.

• Exploratory Data Analysis
• Leakage-Free Feature Preparation
• Model Comparison and Evaluation
• Business Translation of Model Results