I am a Computer Science student at The University of Hong Kong (HKU). My work focuses on bridging the gap between deep learning research and production-ready systems, with a particular emphasis on Medical AI, Computer Vision, and Machine Learning.
- π Current Focus: Engineering AI-powered diagnostic tools for healthcare.
- π Education: BEng in Computer Science @ HKU (Year 2).
1. Alpha Stratum (Quantitative Finance & AI)
An AI-powered stock analytics engine and full-stack trading dashboard implementing advanced statistical forecasting and data grounded financial AI advisor.
- Impact: Executes regime-conditional Monte Carlo simulations, GARCH volatility forecasting, and Hidden Markov Models, paired with an AI advisor generating real-time market insights with inline SEC EDGAR citations, News, and other market data.
- Stack: Python, FastAPI, Next.js 14, TypeScript, Supabase (PostgreSQL),
hmmlearn,arch, Tailwind CSS.
2. TumorVision (Medical AI)
A dual-architecture diagnostic platform utilizing EfficientNetV2-S for granular analysis and ConvNeXt-Tiny for high-stability classification.
- Impact: Capable of recognizing 44 distinct tumor signatures and 17 broad diagnostic groups with 98.0% accuracy, featuring a MedGemma 1.5 4B Vision-Language Model (VLM) for "Medical Peer-Review" and confirmed diagnosis.
- Stack: Python, PyTorch, TensorFlow, FastAPI, React, Docker.
3. ScratchLM (AI Education)
A privacy-first, zero-database AI study assistant that converts local PDF documents into structured 4-zone study guides and interactive context-based chat sessions.
- Impact: Processes multiple PDFs fully within the browser to generate exportable Markdown cheatsheets (Deep-Dives, Analogies, Solved Problems, and Exam Traps) and provides isolated, step-by-step AI tutoring with zero data retention.
- Stack: Python, FastAPI, Gemma 4 31B IT, pypdf, Docker, Vanilla JS.
4. Thailand & Greater Indochina Disaster Watch (Environmental AI & Automation)
A real-time monitoring and multi-server alert pipeline tracking wildfires, earthquakes, and tropical cyclones across Thailand and Greater Indochina.
- Impact: Feeds parallel NASA and USGS telemetry streams into a low-latency alert pipeline, automatically broadcasting regional hazard events within 15 minutes to an auto-managed network of multi-tenant Discord channels.
- Stack: Next.js 16 (App Router), React 19, TypeScript, Tailwind CSS 4, Leaflet.js, Upstash Redis, Vercel.
5. The Thinking Times (AI Automation)
An automated intelligence engine that leverages Gemini 3 Flash to synthesize critical developments in AI and Global News.
- Impact: Delivers curated briefings via a specialized Discord bot and a modern web interface.
- Stack: Python, Discord.py, Gemini API, RSS.
6. Sinking Ships @ Strait (Game Systems)
A tactical 1v1 strategy game engineered with a focus on advanced OOP principles and polymorphic class structures.
- Stack: C++, OOP, Makefile.
7. Developer Portfolio (3D Web Portfolio)
A premium, interactive technical profile featuring a physics-based 3D environment and fluid motion systems.
- Impact: Custom Three.js "wormhole mesh" style hero page implementation with interactive particle physics.
- Stack: React, Three.js, Framer Motion, Tailwind CSS.
Developed by Natthakitt Prapunwattana