lightautoml.tasks

Task Class

Task

Specify task (binary classification, multiclass classification, regression), metrics, losses.

Common Metrics

Classes

F1Factory

Wrapper for f1_score function.

BestClassBinaryWrapper

Metric wrapper to get best class prediction instead of probs.

BestClassMulticlassWrapper

Metric wrapper to get best class prediction instead of probs for multiclass.

Functions

mean_quantile_error

Computes Mean Quantile Error.

mean_huber_error

Computes Mean Huber Error.

mean_fair_error

Computes Mean Fair Error.

mean_absolute_percentage_error

Computes Mean Absolute Percentage error.

roc_auc_ovr

ROC-AUC One-Versus-Rest.

rmsle

Root mean squared log error.

auc_mu

Compute multi-class metric AUC-Mu.