I teach machines to see.

Maria Busygina / Machine Learning + Full-Stack / Dubai, UAE

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// Selected Work 2024-2026

A scanner that learned to read.

NEXT.JS / FASTAPI / SUPABASE / MOBILENETV2 / OPENCV

full-stack document scanner and classifier. a mobilenetv2 transfer-learning model at ~98% test accuracy, a five-pass detection cascade for hostile lighting, and a feedback-to-retraining loop, shipped as a deployed web app.

View Project ↗
Awaiting FootageDOC CLASS: INVOICE // 0.98

Insurance claims, cross-examined.

SIGLIP-2 / CROSS-ATTENTION / SHAP / MISTRAL 7B

capstone research system fusing image, text, and tabular evidence to flag fraudulent claims, with an explanation layer that shows its reasoning instead of hiding behind a score.

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Awaiting FootageCLAIM 4417 // FLAGGED // SHAP ATTACHED

A messenger with nothing to leak.

X3DH / DOUBLE RATCHET / FASTIFY / REACT NATIVE

end-to-end encrypted messenger built solo, from key agreement protocol to mobile client, running in production.

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Awaiting FootageCIPHERTEXT ONLY // NOTHING TO SEE

Hands, translated live.

PYTHON / OPENCV / MEDIAPIPE

real-time american sign language recognition from a webcam feed, landmark tracking to live classification.

View Project ↗
Awaiting Footage21 LANDMARKS // TRACKING

Machines learn from data. I learn from everything.

cs undergraduate (big data & ai) in dubai, self-funded through a freelance tutoring business i run end to end. i ship fast, learn stacks in days, and care about the difference between a demo and a product. currently: capstone research, this site, and plotting a move to europe.

// System Specs

Python / TypeScript / PyTorch-TF / React / Next.js / FastAPI / Supabase / OpenCV / GSAP

Status: Open to Internship / Part-Time / Contract

Say hi.