DANIEL LOOI ZHI XUAN 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 a tuned Random Forest, and translated the results into a practical CPO pricing guardrail backed by model metrics and feature insights.

• Exploratory Data Analysis
• Leakage-Aware Feature Engineering
• Model Comparison and Evaluation
• Business Translation for Stakeholders