Following up on #GeoTorchAI :

With a few minor changes, I managed to run the #STResNet #bicycle flow prediction example of @geotorchai ๐Ÿฅณ

The OD matrix size is rather modest (covering a grid with 21x12 cells), but hey, it's a start

https://github.com/anitagraser/GeoTorchAI/blob/f64cea879fdb846a2761b86ddefb5a946357b727/binders/prediction_spatiotemporal.ipynb

#geoai #resnet #torch #gischat #SpatialDataScience

GeoTorchAI/prediction_spatiotemporal.ipynb at f64cea879fdb846a2761b86ddefb5a946357b727 ยท anitagraser/GeoTorchAI

GeoTorchAI: A Spatiotemporal Deep Learning Framework (https://dl.acm.org/doi/abs/10.1145/3557915.3561036) - GeoTorchAI/prediction_spatiotemporal.ipynb at f64cea879fdb846a2761b86ddefb5a946357b727 ยท ...

GitHub

What got me particularly excited about @geotorchai is the mention of applications of #DeepLearning on #spatiotemporal non-imagery datasets, including #MobilityDataScience prediction tasks such as: #TrafficVolume and #TrafficFlow prediction

https://github.com/DataSystemsLab/GeoTorchAI

#GeoTorchAI #GeoAI

GitHub - DataSystemsLab/GeoTorchAI: GeoTorchAI: A Spatiotemporal Deep Learning Framework (https://dl.acm.org/doi/abs/10.1145/3557915.3561036)

GeoTorchAI: A Spatiotemporal Deep Learning Framework (https://dl.acm.org/doi/abs/10.1145/3557915.3561036) - GitHub - DataSystemsLab/GeoTorchAI: GeoTorchAI: A Spatiotemporal Deep Learning Framework ...

GitHub

#GeoAI library ecosystem for #EO is ๐Ÿ”ฅ

Two important contributions (with unfortunately similar names) to look out for:

1๏ธโƒฃ #TorchGeo #DeepLearning with #RemoteSensing data
https://github.com/microsoft/torchgeo

2๏ธโƒฃ @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

GitHub - microsoft/torchgeo: TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data

TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data - microsoft/torchgeo

GitHub