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RegressionMetric

Mother class for all regression metrics.

Attributes

  • bigger_is_better

    Indicate if a high value is better than a low one or not.

  • works_with_weights

    Indicate whether the model takes into consideration the effect of sample weights

Methods

get

Return the current value of the metric.

is_better_than
revert

Revert the metric.

Parameters

  • y_true (numbers.Number)
  • y_pred (numbers.Number)
update

Update the metric.

Parameters

  • y_true (numbers.Number)
  • y_pred (numbers.Number)
works_with

Indicates whether or not a metric can work with a given model.

Parameters

  • model (river.base.estimator.Estimator)