I transform satellite data into actionable intelligence, building scalable geospatial ML pipelines on cloud infrastructure to drive evidence-based policy decisions for sustainable development.
π°οΈ Satellite Imagery Processing β’ π€ Geospatial Deep Learning β’ βοΈ Cloud ML Pipelines β’ π Policy Analytics β’ π Sustainable Development
Python
GeoPandas β’ Rasterio β’ GDAL TensorFlow
ML/DL
TensorFlow β’ PyTorch β’ Scikit-learn GCP
Cloud
GCP β’ AWS β’ Azure Spark
Big Data
Spark β’ Dask β’ PostGIS
π°οΈ Remote Sensing & Earth Observation
- Sentinel-2 & Landsat Analysis
- SAR (Synthetic Aperture Radar)
- Multispectral Imaging
- Time Series Analysis
π€ Geospatial ML/AI
- Semantic Segmentation
- Object Detection in Satellite Imagery
- Change Detection Algorithms
- Spatial-Temporal Modeling
βοΈ Cloud Geospatial Architecture
- Google Earth Engine
- Planetary Computer
- Cloud-Optimized GeoTIFFs (COGs)
- Serverless GIS Solutions
π Policy & Analytics
- Environmental Policy Analysis
- Urban Planning & Growth Modeling
- Climate Data Analysis
- SDG Monitoring & Reporting
class GeospatialDataEngineer: def __init__(self): self.role = "Geospatial AI Data & Policy Analyst" self.cloud_platforms = ["GCP", "AWS", "Azure"] self.geospatial_tools = [ "QGIS", "ArcGIS", "Google Earth Engine", "GDAL", "GeoPandas", "Rasterio", "Folium" ] self.ml_frameworks = ["TensorFlow", "PyTorch", "Keras", "XGBoost"] self.databases = ["PostGIS", "MongoDB", "BigQuery", "Snowflake"] def daily_workflow(self): return [ "π°οΈ Process satellite imagery at scale", "π€ Train geospatial deep learning models", "βοΈ Deploy ML pipelines on cloud infrastructure", "π Analyze spatial patterns for policy insights", "π Contribute to sustainable development goals" ]
Developing deep learning models for:
β’ Land use/land cover classification
β’ Deforestation monitoring
β’ Urban growth analysis
β’ Disaster response mapping
Building scalable systems with:
β’ Serverless geospatial APIs
β’ Real-time satellite data processing
β’ Cloud-optimized raster formats
β’ Distributed spatial computing
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