evalml.pipelines.BinaryClassificationPipeline.optimize_threshold¶
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BinaryClassificationPipeline.
optimize_threshold
(X, y, y_pred_proba, objective)¶ Optimize the pipeline threshold given the objective to use. Only used for binary problems with objectives whose thresholds can be tuned.
- Parameters
X (pd.DataFrame) – Input features
y (pd.Series) – Input target values
y_pred_proba (pd.Series) – The predicted probabilities of the target outputted by the pipeline
objective (ObjectiveBase) – The objective to threshold with. Must have a tunable threshold.