What Rudrakumar demonstrated

Built an end-to-end used-car pricing analysis for VW and Audi UK listings. Combined both brands into one dataset, explored price and mileage patterns, engineered predictive features, trained and compared Linear Regression and Random Forest models, and translated the results into a clear Certified Pre-Owned pricing recommendation.

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