About
Experience
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AI Engineer / Computer Vision
Data Design Engineering (DDE)
- GNSS-denied UAV Navigation: VIO & VPS sensor fusion with custom EKF for precise localization, optimized for edge devices (Raspberry Pi 5/Orange Pi 5)
- 3D Change Detection: Monocular Depth pipelines for urban/conflict damage assessment, deployed via Nginx as a web interface
- Vision-Based Inventory: YOLO + Feature Matching (SIFT) for automated visual inventory
Sep 2024 - Jan 2026Seoul, South Korea -
Research Assistant
Water-Environmental Informatics Laboratory (WEIL)
- Algal Blooms & Trace Contaminants Monitoring: Applied Sentinel-1 (SAR), Sentinel-2 (Optical), for water resource monitoring
- SWAT-LSTM Integration: Bridged Deep Learning (LSTM) with physical hydrological models (SWAT) for enhanced water quality prediction
- Workshop Mentorship: Mentored and instructed students for a SWAT modeling workshop, guiding them through model setup, calibration, and practical applications
- Data Benchmarking: Utilized Python, MATLAB, and GIS tools for large-scale data benchmarking and processing
Sep 2022 - Aug 2024Ulsan, South Korea -
- EIA Analysis: Reviewed and validated data in Environmental Impact Assessment reports
- Noise Pollution Mitigation: Collaborated on compensation strategies for households affected by airport noise
- Project Visualization: Created data visualizations and graphics to communicate project outcomes
Jun 2020 - Aug 2020Bangkok, Thailand
Education
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Master of Science in Environmental Science & Engineering
Ulsan National Institude of Science and Technology (UNIST)
- Thesis: Deep Learning for Surface Water Modeling in River Basins
- Laboratory: Water-Environmental Informatics Laboratory (WEIL)
- Scholarship: Global Korea Scholarship (GKS)
Sep 2022 - Aug 2024Ulsan, South Korea -
Korean Language and Literature
Jeju National University
- Mandatory Course for Global Korea Scholarship (GKS) Student
Aug 2021 - Jul 2022Jeju, South Korea -
Bachelor of Science in Environmental Science
Chulalongkorn University
- Honors: Second Class Honors
Aug 2017 - Jul 2021Bangkok, Thailand
Skills
Languages & Frameworks
Python SQL FastAPI Pydantic PyTorch TensorFlow Keras Scikit-learn OpenCV NumPy Pandas Next.js Playwright ROS GeoPandas Rasterio GDAL PCL MATLAB R PyTest
Algorithms
YOLO CNN LSTM GAN RAG Ollama/Gemini API Prompt Engineering Vector Embeddings Image Segmentation (SAM, U-Net) VIO/SLAM Kalman Filter Depth Estimation Change Detection Feature Matching (SIFT/ORB/xFeat)
Developer Tools
Azure (ADF, Synapse, Databricks, ADLS Gen2) AWS (S3, EC2) PostgreSQL pgvector Docker Git CI/CD Linux ONNX TensorRT RunPod (GPU Cloud) RESTful APIs Nginx QGIS ArcGIS SNAP Open3D SWAT