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What manik demonstrated
Built and verified an end-to-end fix for a legacy fleet-maintenance service: corrected the wear calculation, handled missing service readings safely, fixed the nightly report’s average and crash path, and repaired a hidden mileage-conversion bug in the helpers. Also added a breakdown-risk analysis grounded in the provided fleet history data and documented the review process in NOTES.md.
- Leakage-Free Feature Engineering
- Honest Model Evaluation
- AI Output Auditing
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