Verified Credential Download PDF
What Ahmed demonstrated
Built and verified a full legacy-code modernization for a fleet-maintenance service: fixed the wear calculation, handled missing service readings safely, corrected the nightly report’s average and crash path, and found a hidden mileage-conversion bug in shared helpers. Also added the missing regression test, wrote a data-driven breakdown-risk analysis from labeled fleet history, and documented the agent review process in NOTES.md.
- Leakage-Free Feature Engineering
- Honest Model Evaluation
- Directed AI Agent Scoping
- Acceptance-Driven Verification
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