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What Abhishek demonstrated
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
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