🛰️ Geospatial Intelligence Agent

AI + GIS pipeline for satellite-based change detection, retrieval, and intelligent querying.
Built with PyTorch, LangChain, FAISS, rasterio, and geopandas.

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🎯 What It Does

• Ingests satellite imagery (Sentinel/Landsat)
• Runs preprocessing: reprojection, NDVI, tiling
• Detects changes (forest loss, urban expansion, flooding, etc.)
• Stores embeddings in FAISS for retrieval-augmented querying
• Exposes results via FastAPI + Streamlit demo
• Provides Kaggle Notebook for reproducibility

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🚀 Quickstart (Local Demo)

# clone repo
git clone https://github.com/msmasood/Geospatial-Intelligence-Agent.git
cd Geospatial-Intelligence-Agent

# create virtual environment
python -m venv venv
source venv/bin/activate   # on Windows: venv\Scripts\activate

# install dependencies
pip install -r requirements.txt

# run notebooks
jupyter notebook notebooks/01_EDA.ipynb

# run Streamlit demo
streamlit run streamlit_app.py