geo processing in python
- Pythia
- Pangeo
- Python GIS
- AutoGIS 2022 and AutoGIS 2018 (University of Helsinki)
- Geospatial Data Analysis in Python (University of Washington)
- useful packages - xdem, rasterio, rioxarray, geoutils, xarray, gdal, fiona, geopandas, pygmt, shapely
earth science reproducible research
- Research Computing in the Earth Sciences (Columbia University) and the updated textbook, Earth and Environmental Data Science
- Collaborative and Reproducible Data Science (Berkeley) - with lots more resources on the first page
- Research Software Engineering textbook
- Cryocloud
structure-from-motion (SfM)
- metashape onsite tutorials
- metashape youtube
- historical structure from motion (HSFM)
- Geo-SfM (University of Svalbard)
- Geo-UAV (University of Svalbarad)
- comparison of photogrammetry software
radar
- radartutorial.eu
- Open Polar Server - radar data and processing
- ImpDAR - open source impulse radar processing
- GPRPy - open source GPR processing
- xApRES - under construction, python-based processing of ApRES data
satellite/aerial products
- Planet Labs (usually can get through sign up as a phd student or gov’t worker)
- USGS Earth Explorer - for present & historic satellite and aerial imagery
- Polar Geospatial Center (can request worldview imagery with NSF grant #)
cryosphere datasets
- SUMUP firn core dataset - shallow and deep firn cores
- Polar Geospatial Center - arctic and antarctic DEMs
- USAP-DC - Antarctic data and project repository
- Open Polar Server - radar data and processing
- Pangea.de - earth science datasets
ice modeling
- Ice Pack - flexible Python library for modeling ice flow, built on C++ and Firedrake
general cryosphere knowledge
how to make a science poster
- notes from ice sheet seminar in 2022 (led by Jonny Kingslake)
- NASA GISS youtube - all kinds of cryosphere and sea-level-rise-related videos
- WAIS workshop talks - 2019, 2020, 2021, 2022, 2023
- EGU talks and guidelines
- SCAR Instant talks 2023 - atmosphere/ocean/ice interactions
writing the NSF GRFP
machine learning
- course.fast.ai - the only reason I graduated with a master’s