Projects
Selected engineering work
Five pieces of work, chosen for what they show rather than for how many there are. Systems, models, data and deployment — each written up with the decisions, the evaluation context and the parts that did not work.
PERSONALML SYSTEMS2025
A local-first monitoring pipeline that turns system telemetry into calibrated anomaly signals, threshold forecasts, and actionable terminal alerts.
A terminal system monitor that collects local telemetry, scores it for anomalies with a calibrated Isolation Forest, forecasts threshold crossings, and raises alerts — without sending a single host metric anywhere.
Python · Scikit-learn · SQLite · Rich
96.2% accuracy on the synthetic benchmark
Measured on generated data — 100,000 training and 20,000 test observations with 5% injected anomalies. Not measured on real workstation traces.
CODE-VERIFIED
3.8% false-positive rate
Same synthetic benchmark, against a calibration target of 5% or below. Precision was 84.1% and recall 78.5% on the same run.
CODE-VERIFIED
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INTERNSHIP CASE STUDY2025
A collaborative seismic segmentation system that compares U-Net variants and packages inference behind a web and API deployment.
PyTorch · Flask · FastAPI · Docker
97.2% average accuracy — InceptionV3
The strongest of the three backbones. ResNet-50 reached 96.7% and ResNet-34 93.5% on the same task; the three-model mean is 95.8%, which is what the résumé's 95.7% figure refers to.
AUTHOR-CLARIFIED
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INTERNSHIP CASE STUDY2025
A multimodal misinformation platform that verifies claims from video through speech, text and retrieval — and marks generated media at source so provenance survives re-upload.
Python · Faster-Whisper · RoBERTa-MNLI · C2PA
90%+ claim verification accuracy
Measured by the team during the sprint, checking extracted claims against scraped Wikipedia articles after a polarity score narrowed which statements were worth verifying.
AUTHOR-CLARIFIED
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A relational data platform for examining what food-hygiene ratings reveal — and conceal — across seven authorities.
MySQL · Node.js · Express · EJS
21,209 establishments modelled
Food Standards Agency FHRS records across seven local authorities, loaded and validated into a normalised MySQL schema.
REPORT-VERIFIED
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INTERNSHIP CASE STUDY2026
A production-style promotional fulfilment engine designed to grant a gift exactly once under concurrent requests.
Java 21 · Spring Boot · PostgreSQL
Five concurrent calls in the exactly-once test
The integration test issues five simultaneous fulfilment requests for one eligible user and asserts exactly one grant, with the rest returning a consistent replay.
CODE-VERIFIED
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