Deep Learning Application for Earth Observation

Course content

  • Introduction
  • Deep learning environment setup
  • Deep learning dataset preparation using ArcGIS Pro
  • Open source solution for data preparation (geotile)
  • Image classification
  • Deep learning object detection
  • Image segmentation (Binary class)
  • Image segmentation (Multi-class)
  • Landslide detection
  • Time Series Analysis with LSTM
  • Flood mapping
  • End to End Deep Learning and Google Earth Engine

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