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Avoid copying unused columns from data-set

Jørgen Dokken requested to merge dokken/reduce_group_access_copy into 2maz/add_experiment_support

Instead of changing the whole dataframe into numpy array (per group), we should only access those columns that are required for the iterator, i.e. features, (optional targets), (optional sort_id).

Also adds type-hints and various documentation

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