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ML weather forecasting - 500k radar images per site #2

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obriensystems opened this issue Apr 6, 2024 · 0 comments

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obriensystems commented Apr 6, 2024

Use the 500k dataset from XFT in https://github.com/obrienlabs/radar/blob/master/radar.se/src/main/java/org/obrienscience/radar/integration/HistoricalRadarService.java
or the one from deepmind
moved from ObrienlabsDev/machine-learning#24

https://deepmind.google/discover/blog/graphcast-ai-model-for-faster-and-more-accurate-global-weather-forecasting/
https://github.com/google-deepmind/graphcast
https://console.cloud.google.com/storage/browser/dm_graphcast;tab=objects?prefix=&forceOnObjectsSortingFiltering=false
datasets
https://weatherbench2.readthedocs.io/en/latest/data-guide.html#era5
gs://weatherbench2/datasets/era5/1959-2023_01_10-full_37-1h-0p25deg-chunk-1.zarr

https://console.cloud.google.com/storage/browser/weatherbench2/datasets/era5/1959-2023_01_10-full_37-1h-0p25deg-chunk-1.zarr?pageState=(%22StorageObjectListTable%22:(%22f%22:%22%255B%255D%22))&prefix=&forceOnObjectsSortingFiltering=false

https://deepmind.google/discover/blog/nowcasting-the-next-hour-of-rain/

obriensystems self-assigned this

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