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Image augmentation - noise added #381

@felix-e-h-p

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@felix-e-h-p

Relating directly to ML Ideas 12:

Goal to enhance robustness and generalisation of PVNet. To implement a set of specific image augmentation techniques, applied purely to the training data as a fundamental extra process stage.

Augmentation types to be considered such as small, random rotations - affine transformations. Additive Gaussian noise also certainly. Minimised rotations / stretching etc for NWP data.

Initial proposal to use the Albumentations library. Augmentations applied within the getitem method of the Dataset classes that handle satellite and NWP data - logic situated in the utils file itself.

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    ocf-internalAn issue to be addressed internally by Open Climate Fix and not suitable for external contributors

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