GeoSMART's repositories
spacetime-elevation
Spatiotemporal prediction of surface elevation changes on icy terrain (glacier, snow) from repeat DEMs
crunchy-snow
Neural networks for Sentinel-1 SAR backscatter snow depth retrieval
flood-risk-ml-tutorial
A machine learning tutorial demonstrating building classification for flood risk assessment
Snow-Extrapolation
Improve NSM prediction performance in the Sierra Nevada mountains through domain constraints and the exploration of different ML algorithms.
2023-hackweek-website
GeoSmart Hackweek website 2023
mlgeo-book
Student version of the GeoSMART curriculum book for ESS 469/569 with exercises left blank
scm_geosmart_use_case
ML for Snow Cover Mapping: A GeoSMART Use Case Book
swe_forecasting_prod
Production oriented SWE forecasting using machine learning and Geoweaver
geo-smart.github.io
Organization website and blog for GeoSMART, dedicated to expanding the role of ML in the geosciences.
water-surf
Image dataset relalignment workflow with computer vision, plus automated river segmentation using Meta's SAM.
xai_sedimentation_use_case_book
This is the Jupyter book for the XAI use case in sedimentation.
_2024-hackweek-website
This was a landing page for the GeoSmart Hackweek website 2024
administrative
scripts to manage hackweek admin and logistics
fair-workflow-geoweaver-quick-start
This repo provides a Jupyter book walking through how to use Geoweaver to create and manage your AI workflows
GeoSmart_ML_Tutorial
Snow-ML jupyter notebook
oceanography
Rob's oceanography project translated into Geo-Smart Jupyter Book space
planet-snowcover-geoweaver
Geoweaver workflow replication of planet snow cover pipelines
sca_mapping_geoweaver
Geoweaver workflow for SCA mapping task.
snowcoverHLS
High spatio-temporal mapping of snowcover
splashpage
Splash page for hackweek event advertisement and links to past events
website-2024
Event-specific jupyterbook for 2024 hackweek