About

Experience

  • AI Engineer / Data Analytics and AI Engineering
    Siam Cement Group (SCG)
    • MLOps for Satellite Object Detection: Built an end-to-end MLOps pipeline on GCP for a satellite-imagery object detection platform — from annotated imagery to Vertex AI training, evaluation, and promotion, with MLflow tracking
    Aug 2026 - Present
    Bangkok, Thailand
  • AI Engineer / AIoT Team
    Swift Dynamics (SWD)
    • Real-Time CCTV Safety Analytics: Built a multi-camera RTSP detection system for obstruction, intrusion, PPE, and fire/smoke alerts, with webhook notifications and human-in-the-loop MLOps feedback
    • Automated Visual Inspection: Computer vision system verifying food-packaging layout against a reference template on a production conveyor line
    • Chatbot Modernization: Migrated a legacy chatbot's matching engine off constrained CMS hosting to serverless AWS Lambda
    Apr 2026 - Jul 2026
    Bangkok, Thailand
  • 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 2026
    Seoul, South Korea
    • 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 2024
    Ulsan, 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 2020
    Bangkok, Thailand

Education

Skills

Languages & Frameworks

Python SQL TypeScript JavaScript FastAPI Celery Jinja2 LangChain LangGraph PyTorch TensorFlow Keras OpenCV NumPy SciPy Pandas PySpark Matplotlib Seaborn Next.js React TailwindCSS Three.js Node.js Playwright ROS GeoPandas Rasterio GDAL PDAL pyproj PCL PyThaiNLP MATLAB PyTest

Algorithms

YOLO Open-Vocabulary Detection (YOLOE) Faster R-CNN CNN LSTM RAG Agent Orchestration Multi-Agent Systems Ollama/llama.cpp OpenAI API Gemini API Groq API Prompt Engineering Vector Embeddings Fuzzy String Matching Image Segmentation (SAM, U-Net) Object Tracking (ByteTrack/BoT-SORT) VIO/SLAM Kalman Filter Depth Estimation Change Detection Feature Matching (SIFT/ORB/xFeat) Texture Features (LBP/HOG/Gabor) Barcode Recognition (Data Matrix)

Developer Tools

Azure (ADF, Synapse, Databricks, ADLS Gen2) AWS (S3, EC2, Lambda) GCP (Cloud Run, Vertex AI, Cloud Storage) Artifact Registry Cloudflare Workers Supabase PostgreSQL pgvector Redis MLflow Docker Git CI/CD GitHub Actions uv YAML TOML Threading Linux ONNX TensorRT RunPod (GPU Cloud) RESTful APIs Webhooks RTSP MediaMTX LINE Messaging API / LIFF Google Places API Nginx QGIS ArcGIS SNAP Open3D SWAT