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Add subsampling transform and mean pooling (#656)
* Add subsampling transform * Add option to allow_missing_keys for Subsampled * Add dropout param to BaseMIL * Add docstring and tests for Subsampled * Update changelog * Update to hi-ml with mean pooling * Enable mean pooling in DeepMIL * Add/refactor mean pooling tests * Update changelog * Update to latest hi-ml with mean pooling
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