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Currently we don't have any satellite normalisation, as its between 0 and 1, but we should have, like we did in ocf-datapipes. This is because some channels has very similar values, and normalising by mean and std, means the ML model can learn more easily the behaviour of that channel
Context
old scaling is done with some constant values here
before we had it as an option, but we should do this as default
Similar to NWP normalization
Possible Implementation
add satellite normalization in torch_datasets here
The text was updated successfully, but these errors were encountered:
Detailed Description
Currently we don't have any satellite normalisation, as its between 0 and 1, but we should have, like we did in ocf-datapipes. This is because some channels has very similar values, and normalising by mean and std, means the ML model can learn more easily the behaviour of that channel
Context
Possible Implementation
The text was updated successfully, but these errors were encountered: