The repo contains different examples of using Google Earth Engine Python API, alongside Geemap library, and data from Sentinel 2 imagery. 
Sample poits of buildings pixles were created manualy.

1. Demo for the app with Gradient Tree Boost Clasffier : https://emazorofir.users.earthengine.app/view/building-classification
2. The Buildings mask-GH.ipynb notebook describe 3 different classifiers for Israel
3. streamlit app: https://share.streamlit.io/ofirmazor/building-binary-classification/main/BuildingClassificationApp.py