weight_mode

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weight_mode: (sample (default) | weighted_loss | mix) (Optional)

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Description

weight_mode specifies how Kumo handles imbalanced datasets.

• sample: samples training examples with replacement according to the label weight distribution.

• weighted_loss: weighs training examples in the loss function according to the label weight distribution.

• mix: samples training examples with replacement according to the label weight distribution, but will re-weigh them in the loss function according to the inverse of the given weight.

This option is applicable only when majority_sampling_ratio is specified.

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Supported Task Types

• Binary Classification

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Default Values