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neerajk/README.md

Hi there, I'm Neeraj 👋

MSc Geoinformatics | Geospatial AI & Earth Observation

I specialize in bridging the gap between Deep Learning and Remote Sensing. My work focuses on building intelligent systems (GIS Agents) and high-precision mapping models using state-of-the-art foundation models and geospatial libraries.


🛠 Tech Stack

Category Tools & Technologies
Languages Python C++
Geospatial PostGIS QGIS GDAL
AI / Machine Learning TensorFlow Keras Scikit-Learn
Data & Databases PostgreSQL MySQL Pandas
DevOps & Cloud Docker AWS Linux

🚀 Featured Projects

🛰️ Clay LULC

Foundation Model for Land Use and Land Cover (LULC).

  • Utilized the Clay Foundation Model for fine-tuning on multi-spectral satellite imagery.
  • Improved classification accuracy in heterogeneous landscapes by leveraging self-supervised pre-training weights.

Canopy Height Model Generation.

  • Developed a high-resolution CHM estimation pipeline using the DinoV3 (Vision Transformer) architecture.
  • Trained on the CHM2 dataset, pushing the boundaries of monocular height estimation from satellite/aerial imagery.

📊 Stats & Socials

LinkedIn Kaggle


Pinned Loading

  1. clay_LULC clay_LULC Public

    Jupyter Notebook

  2. openCHM openCHM Public

    Jupyter Notebook 1

  3. carbon-accounting carbon-accounting Public

    TeX 1

  4. AtlasGeo AtlasGeo Public

    Python

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