evantsogk / geospatial-data-analysis-projects

1. Harmonic analysis of NDVI time series using Google Earth Engine, 2. Postgres database and weather data analysis, 3. Classification and semantic segmentation of satellite images with PyTorch

Geospatial Data Analysis Projects

My projects for the MSc course 'Geospatial data analysis'.

Project 1: Harmonic analysis of NDVI time series using Google Earth Engine

Project 2: Postgres database, analysis of weather time-series and folium map

Project 3: Classification and semantic segmentation of satellite images with PyTorch

• Lab 5.ipynb: Classification of Sentinel-2 imagery as land or water using simple MLP
• Lab 6.ipynb: Classification of EuroSAT Dataset (RGB version) images using simple CNN, CNN with skip connections and transfer learning with ResNet-152
• Lab 7.ipynb: Semantic segmentation of Hyperspectral images using UNet