Verified Credential Download PDF
What Samin demonstrated
Built a complete modernization pass for a legacy fleet-maintenance service: fixed the wear calculation, handled missing service readings safely, corrected the nightly report, and repaired a hidden mileage-conversion bug in the helpers. Also added a data-driven breakdown-risk analysis and verified the work with a full acceptance checklist, showing disciplined AI-agent direction and review.
- Leakage-Free Feature Engineering
- Honest Model Evaluation
- Directed AI Agent Review
- Verification-Driven Debugging
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