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What Avi demonstrated
Built a working KM-Waechter repair and modernization pass end to end: corrected the service-wear calculation, handled missing readings safely, fixed the nightly report’s average and crash path, and found the hidden mileage-conversion bug in the helper layer. Also added a data-driven breakdown-risk analysis that ranks cars by operational risk using the factors the dataset actually supports.
- Leakage-Free Feature Engineering
- Honest Model Evaluation
- Directed AI Agent Review
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