geo-ml
Purpose: To explore geospatial deep learning and visualization in Python.
Date: August 10, 2022
Author: Jennifer E. Yoon
1) First Project, Amazon Rainforest deep learning:
See project wiki: https://github.com/JennEYoon/geo-ml/wiki/rainforest
- See folder "rainforest"
- Python libraries: planet_data_api, geopandas, geojson, rasterio, skimage
PyTorch, Fastai, Tensorflow, Keras
2) Second Project, geosnap-maryland machine learning project:
See project wiki: https://github.com/JennEYoon/geo-ml/wiki/geosnap
- See "geosnap-md" folder
- Python libraries: geosnap, pysal
Second project is using geosnap and pysal libraries to create a socio-economic neighborhood map for Virginia and Maryland. Source data is from U.S. Census.