What Lokesh demonstrated

Built an end-to-end used-car pricing analysis for VW and Audi listings: combined the datasets, explored price and mileage patterns, compared price drivers visually, and translated the findings into a business recommendation. The candidate also compared Linear Regression against Random Forest and presented the stronger model as a pricing support tool for a Certified Pre-Owned team.

• Exploratory Data Analysis
• Leakage-Aware Modeling Workflow
• Business Translation of Model Results