informatics-lab / precip_rediagnosis

Project to use ML to re-diagnose precipitation fields from ensemble model fields
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Assess different class imbalance approaches #108

Open hannahbrown7 opened 1 year ago

hannahbrown7 commented 1 year ago
  1. Upsampling of least common class
  2. Weighting classes at model training to weight loss function in favour of less common classes and optimum way of calculating these weights
  3. Create a much larger dataset than what we currently have and under sample all classes to be ~equal to less common class