[Meta] Train simple nwp model - Githubissues

openclimatefix / predict_pv_yield

Using optical flow & machine learning to predict PV yield

MIT License

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[Meta] Train simple nwp model #106

Closed peterdudfield closed 2 years ago

peterdudfield commented 2 years ago

Detailed Description

[x] Train simple nwp model that uses CNN and one channel.
[x] save model to s3

other repos:

[x] s3 bucket: https://github.com/openclimatefix/nowcasting_infrastructure/issues/42
[x] update forecast: https://github.com/openclimatefix/nowcasting_forecast/issues/41
[x] add model id: https://github.com/openclimatefix/nowcasting_datamodel/issues/3

Context

This will be good to be use as v1 of the nowcasting platform - https://docs.google.com/presentation/d/1qbi3Gpmfyc3PN1yZeUmlMbtV9Jl77HQ1sZ-L48gNFeY/edit#slide=id.g112471ef353_0_6

peterdudfield commented 2 years ago

Manage to train a model - results are all ok. As good as needed

https://app.neptune.ai/o/OpenClimateFix/org/predict-pv-yield/e/PRED-951/all?path=validation%2Fplot%2F&attribute=epoch_1_4

peterdudfield commented 2 years ago

model is saved here - https://s3.console.aws.amazon.com/s3/buckets/nowcasting-ml-models-development?region=eu-west-1&tab=objects

peterdudfield commented 2 years ago

neptune run - https://app.neptune.ai/o/OpenClimateFix/org/predict-pv-yield/e/PRED-951/charts

peterdudfield commented 2 years ago

This has been deployed