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Happy Odole completed Machine Learning for Automotive

  • Verified
  • Issued 21 September 2026

What Happy demonstrated

Built an end-to-end used-car pricing workflow for VW and Audi listings: combined the datasets, engineered age and mileage-per-year features, trained and compared Linear Regression and Random Forest models, and tuned the forest with GridSearchCV. The final write-up translated model performance and feature importance into a practical CPO pricing recommendation with example price estimates for a VW Golf and Audi A4.

  • Leakage-Free Feature Engineering
  • Honest Model Evaluation
  • Model Comparison and Tuning
  • Business Translation for Stakeholders

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