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Panutle/README.md

Panuwat Suanjan

Applied ML & Data Engineer

I build practical computer vision, geospatial analytics, data engineering, and automation systems for real-world operations.

Featured Work

Project Focus What it demonstrates
Rice Cultivar Vision Classifier Agricultural computer vision Grain segmentation, perspective alignment, and multi-class CNN inference with OpenCV and TensorFlow.
Distributed Satellite NDVI Pipeline Remote sensing and GIS Distributed parcel-level NDVI processing with Ray, Rasterio, PostGIS, and Power BI reporting.
DeepScanMap U-Net Segmentation Deep learning Patch-based semantic segmentation and reconstruction for ultra-high-resolution scanned maps.
NYC Mobility Geospatial Pipeline Big data analytics PySpark and Databricks ETL with reverse geocoding and Power BI mobility-flow analysis.
Python ETL Pipelines Data engineering PostgreSQL-to-MongoDB migration patterns and SQL Server transformations with upserts.
Object Vision Interactive analytics A React and TypeScript platform for real-time vector reduction and 3D similarity exploration.

Areas of Focus

  • Computer vision and deep learning for agriculture and industrial inspection
  • Geospatial analytics, remote sensing, and spatial data pipelines
  • Reliable ETL workflows, data transformation, and database integration
  • Operational automation and decision-support visualizations

Technology Toolkit

Python TensorFlow OpenCV PySpark Ray Rasterio PostGIS PostgreSQL MongoDB SQL Server Power BI React TypeScript

More Projects

I am especially interested in turning complex data, images, and operational workflows into systems people can use and trust.

Pinned Loading

  1. distributed-satellite-ndvi-pipeline distributed-satellite-ndvi-pipeline Public

    Distributed NDVI analytics pipeline using Ray, Rasterio, PostGIS, and Power BI for parcel-level crop health monitoring.

    Python

  2. rice-cultivar-vision-classifier rice-cultivar-vision-classifier Public

    Automated rice-grain segmentation, perspective alignment, and multi-cultivar classification using OpenCV and deep CNNs.

    Python

  3. rpa-sales-order-automation rpa-sales-order-automation Public

    Python RPA workflow for automating sales-order processing and reducing manual operational steps.

    Python

  4. scanmap-unet-segmentation scanmap-unet-segmentation Public

    Deep U-Net pipeline for semantic segmentation and patch-based reconstruction of high-resolution scanned maps.

    Python

  5. nyc-mobility-geospatial-pipeline nyc-mobility-geospatial-pipeline Public

    PySpark and Power BI pipeline for analyzing large-scale NYC taxi mobility flows with geospatial enrichment.

    Jupyter Notebook 1

  6. python-etl-pipelines python-etl-pipelines Public

    Reusable Python ETL patterns for PostgreSQL-to-MongoDB migration and SQL Server upserts.

    Python