About

AI Research Engineer · U-Thong, Suphan Buri, Thailand

[email protected] · github.com/puemmth · linkedin.com/in/puem

AI Research Engineer focused on building robust web applications with solid proficiency in server-side development and database management. Experienced in developing APIs and microservices, with a strong foundation in backend technologies and a commitment to creating complete user experiences through frontend integration.

Education

Kasetsart University, Kamphaeng Saen Campus, Thailand · Jun 2021 – Mar 2025

  • Bachelor of Science in Computer Science
  • GPAX: 3.49 (Second Class Honors)

Patents & Copyrights

  • Copyrights (2025)
  • KU-BSIGHT: Smart Handwriting Training System for the Blind (No. 452042)
  • KU-BDMS: Braille Document Management System (No. 452043)
  • Petty Patents (2024): 5 educational gaming devices for shark species learning and classification systems

Experience

National Electronics and Computer Technology Center (NECTEC) · 2024 – Present

AI Research Engineer · Nov 2025 – Present

  • Built DICOM Processing desktop app with Tauri (Rust) + SolidJS: conversion, anonymization & tag viewer with multi-threaded parallel processing, incremental CSV export
  • Built Psoriasis Analysis web application with SolidJS + FastAPI: RabbitMQ workers, PostgreSQL, Grad-CAM, expert verification & multi-format export (aiiodskin.dms.go.th)
  • Built DR/DME Analysis web service for diabetic retinopathy & macular edema classification with FastAPI: dual RabbitMQ GPU workers, PostgreSQL task tracking & Redis caching
  • Built LVEF Analysis desktop app with Tauri (Rust) + SolidJS: OpenCV video preprocessing, ResNet cardiac-view classification, local UniFormer ONNX Runtime inference, project/session management & hardware-bound licensing
  • Built container management service in Go with Docker SDK: auto-restart scheduling & queue cancellation

Optical Character Recognition (OCR) · 3 months

  • Enhanced performance via synthetic data generation (TRDG, SynthTiger) with YOLOv11 + EasyOCR
  • Validated by CER/WER metrics

AI Pipeline Deployment: Blood Loss System · 3 months

  • Built blood loss estimation system (FastAPI + RabbitMQ + Kong Gateway) with React/TypeScript frontend (ebl.aiforthai.in.th)

Cooperative Education Intern · Nov 2024 – Mar 2025

  • Prostate CT scan segmentation using YOLO11 + SAM
  • Eye and brain MRI classification systems
  • Medical image OCR CLI tool with pytesseract + OpenCV
  • SME product image analysis using OCR & Thai NLP

Projects

AI Medication Adherence System (LINE Bot) · 2025

  • Built FastAPI backend with LINE Messaging API webhook, RabbitMQ producer-consumer pipeline for async video processing
  • React 19/TypeScript admin dashboard with Recharts analytics, patient adherence tracking & calendar view
  • PostgreSQL + SQLAlchemy ORM, JWT auth with bcrypt, token-based patient registration flow
  • MD5 hash-based video duplicate detection, dynamic image generation with Pillow & Thai font rendering
  • Multi-container Docker Compose deployment with Nginx reverse proxy, GitHub Actions CI/CD

Video Labeling Tool · 2025

  • Tauri + SolidJS desktop app: video event labeling with frame-level scrubbing, timeline visualization

Cat Behavior Monitoring System · 2025

  • Multi-Raspberry Pi platform for recording & analyzing cat eating behavior with synchronized cameras & scales
  • Data sync pipeline: streaming frames/weights via FastAPI to PostgreSQL with atomic transactions & retry logic
  • Desktop app: Tauri + React/TypeScript for experiment management & real-time monitoring

KU-BSIGHT: Smart Handwriting Training System for the Blind · 2024

  • Flutter mobile app: handwriting training for visually impaired via voice guidance
  • Detects & analyzes finger stroke direction and lift-off from screen
  • FastAPI backend with JWT auth, role-based and email-based account recovery with voting system
  • Docker + MySQL deployment, SonarQube for code quality scanning, background task processing

Technical Skills

  • Backend: Python, FastAPI, Go (beginner), Rust (via Tauri), PostgreSQL, MySQL, RabbitMQ
  • Frontend & Desktop: React, SolidJS, Tauri, Flutter, TypeScript
  • DevOps & Infra: Docker, Kubernetes, GitLab CI/CD, Kong, Raspberry Pi, Linux, HPC

References

Available on request.