Skip to content
View mingnatthakitt's full-sized avatar
:shipit:
Focusing
:shipit:
Focusing

Highlights

  • Pro

Block or report mingnatthakitt

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Content in all repositories owned by your account will be closed.
Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
mingnatthakitt/README.md

πŸš€ Natthakitt Prapunwattana

HKU Computer Science | Aspiring AI & Computer Vision Engineer


🧬 Background

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.

  • πŸ”­ Current Focus: Engineering AI-powered diagnostic tools for healthcare.
  • πŸŽ“ Education: BEng in Computer Science @ HKU (Year 2).

πŸ› οΈ Featured Technical Projects

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.

πŸ’» Tech Stack & Capability Matrix

Languages & Frameworks

Python C++ JavaScript React FastAPI Vite Docker

AI & Data Science

TensorFlow PyTorch Keras OpenCV NumPy


πŸ“Š Performance Metrics

GitHub Stats Top Langs

Developed by Natthakitt Prapunwattana

Pinned Loading

  1. The-Thinking-Times The-Thinking-Times Public

    Python

  2. TumorVision TumorVision Public

    TypeScript

  3. ScratchLM ScratchLM Public

    Python

  4. Thailand-Natural-Disasters-Alert Thailand-Natural-Disasters-Alert Public

    TypeScript