#GeoAI library ecosystem for #EO is 🔥
Two important contributions (with unfortunately similar names) to look out for:
1️⃣ #TorchGeo #DeepLearning with #RemoteSensing data
https://github.com/microsoft/torchgeo
2️⃣ @geotorchai (formerly #GeoTorch) #spatiotemporal deep learning framework on top of #PyTorch and @apachesedona for #imagery and non-imagery data
https://github.com/DataSystemsLab/GeoTorchAI
#SpatialDataScience #geospatial #GIScience #EarthObservation #ML #MachineLearning #DataEngineering #GISChat #Sedona #GeoTorchAI
#GeoAI #eo #torchgeo #deeplearning #remotesensing #geotorch #spatiotemporal #pytorch #imagery #SpatialDataScience #geospatial #giscience #earthobservation #ml #machinelearning #dataengineering #gischat #sedona #geotorchai
TIL that #TorchGeo datasets include building footprint polygons and some points with ecological observation data. Not yet sure how the data processing pipelines treat these input datasets
https://torchgeo.readthedocs.io/en/stable/api/datasets.html
Hey #GISchat, have you ever tried #TorchGeo?
https://github.com/microsoft/torchgeo/releases/tag/v0.4.0#user-content-datamodules
Would you recommend it? Is it #EO data only?
#gischat #torchgeo #eo #pytorch #GeoAI #SpatialDataScience #geospatial #giscience
Just added this code https://gist.github.com/cordmaur/d050973aa3ed980023e9239183a2cb66#file-earthsurfacewater_medium_2-ipynb to awesomeearthobservation code a neat example of using #torchgeo #eochat 'An end-to-end deep learning geospatial segmentation project using Pytorch and TorchGeo packages'
Geospatial deep learning with TorchGeo
#TorchGeo, a PyTorch domain library works with geospatial data by monitoring some of the world’s greatest challenges, like natural disasters and climate change.
https://pytorch.org/blog/geospatial-deep-learning-with-torchgeo/
#torch #pytorch #python #machinelearning #geo #geospatial #climatechange #naturaldisaster
#torchgeo #torch #pytorch #python #machinelearning #geo #geospatial #climatechange #naturaldisaster
Geospatial deep learning with TorchGeo
#TorchGeo, a PyTorch domain library works with geospatial data by monitoring some of the world’s greatest challenges, like natural disasters and climate change.
https://pytorch.org/blog/geospatial-deep-learning-with-torchgeo/
#torch #pytorch #python #machinelearning #geo #geospatial #climatechange #naturaldisaster
#torchgeo #torch #pytorch #python #machinelearning #geo #geospatial #climatechange #naturaldisaster