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Jul 2026
0 fabricated facts · 100% abstention on unanswerable questions
Production-style RAG system for domain PDFs: FastAPI, ChromaDB, and Claude with schema-constrained generation. Answers are grounded in per-claim citations and the system abstains when the documents don't contain the answer.
Jun 2026
94% accuracy / 0.94 macro-F1 on reproducible benchmark
Production-style PyTorch image classification service: shared train/serve preprocessing, FastAPI inference with Grad-CAM explanations, and honest evaluation on a reproducible synthetic benchmark (non-clinical).
Jan – May 2025
Two-sided marketplace, web + mobile
Peer-to-peer parking marketplace: homeowners rent driveways; drivers book affordable spots.
Aug – Dec 2024
Up to 95% classification accuracy
Transfer-learning pipelines (VGG16, InceptionV3, ResNet50) for staging Alzheimer's from PET scans.
Sep 2022 – Jun 2023
1st place — International UAV competition
Real-time YOLOv4-tiny detection & avoidance for autonomous UAVs, validated in simulation and field.
Jan 2025 – Present
Full-stack conversational AI web app focused on UI/interaction quality over model complexity.
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Daily LLM pipeline that finds ML/AI roles, tailors résumés and cover letters under a no-fabrication guard, and submits only with human approval (Python + Claude Code workflows)
Production-style medical image classification API — FastAPI + PyTorch model serving with preprocessing, Docker, tests, CI, and Grad-CAM explainability. Educational/portfolio project inspired by Alzheimer's PET classification; not for clinical use.
Grounded RAG assistant for PDFs — FastAPI, ChromaDB, Claude with cited, hallucination-guarded answers
DriveShare — a peer-to-peer parking marketplace prototype where homeowners list unused driveway space and drivers book affordable, nearby parking. Full HCI-driven product flow with driver/homeowner dashboards. Next.js · TypeScript · Tailwind · PostgreSQL