GIS & Remote Sensing · Advanced
Google Earth Engine & GeoAI Masterclass
Planetary-scale analysis with Earth Engine plus machine learning and deep learning on geospatial data.
Course modules
- 01Earth Engine JavaScript & Python APIs
- 02Time-series compositing, cloud masking and change detection
- 03Machine-learning classifiers in Earth Engine
- 04Deep learning for segmentation and object detection
- 05SAR basics with Sentinel-1
- 06GeoAI project: from imagery to decision map
Learning outcomes
- Run analyses over districts, basins or whole countries
- Combine ML with satellite time series
- Deliver a reproducible GeoAI workflow
Project-based training
Every participant completes a capstone: GeoAI project: from imagery to decision map. Labs use real environmental, agricultural or engineering datasets.
Tools
- Google Earth Engine
- geemap
- PyTorch
- rasterio
Who it’s for
Researchers, analysts, GIS professionals
Prerequisites
GIS basics; Python helpful