GIS and Remote Sensing
Combining geographic information systems with satellite or aerial imagery analysis to monitor land use, resources, and environmental changes.
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Why It Matters
AI-powered image classification accelerates remote sensing workflows, but professionals who can design sensing campaigns, validate AI outputs, and integrate multi-source spatial data are indispensable.
How to Get Started
Learn remote sensing fundamentals through NASA's ARSET training program (free). Practice with Google Earth Engine and pair it with ArcGIS or QGIS for spatial analysis.
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