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.. automodule:: sklearn.metrics
User guide. See the :ref:`model_evaluation` and :ref:`metrics` sections for further details.
User guide. See the :ref:`scoring_parameter` section for further details.
.. autosummary::
:nosignatures:
:toctree: ../modules/generated/
:template: base.rst
check_scoring
get_scorer
get_scorer_names
make_scorer
User guide. See the :ref:`classification_metrics` section for further details.
.. autosummary::
:nosignatures:
:toctree: ../modules/generated/
:template: base.rst
accuracy_score
auc
average_precision_score
balanced_accuracy_score
brier_score_loss
class_likelihood_ratios
classification_report
cohen_kappa_score
confusion_matrix
d2_log_loss_score
dcg_score
det_curve
f1_score
fbeta_score
hamming_loss
hinge_loss
jaccard_score
log_loss
matthews_corrcoef
multilabel_confusion_matrix
ndcg_score
precision_recall_curve
precision_recall_fscore_support
precision_score
recall_score
roc_auc_score
roc_curve
top_k_accuracy_score
zero_one_loss
User guide. See the :ref:`regression_metrics` section for further details.
.. autosummary::
:nosignatures:
:toctree: ../modules/generated/
:template: base.rst
d2_absolute_error_score
d2_pinball_score
d2_tweedie_score
explained_variance_score
max_error
mean_absolute_error
mean_absolute_percentage_error
mean_gamma_deviance
mean_pinball_loss
mean_poisson_deviance
mean_squared_error
mean_squared_log_error
mean_tweedie_deviance
median_absolute_error
r2_score
root_mean_squared_error
root_mean_squared_log_error
User guide. See the :ref:`multilabel_ranking_metrics` section for further details.
.. autosummary::
:nosignatures:
:toctree: ../modules/generated/
:template: base.rst
coverage_error
label_ranking_average_precision_score
label_ranking_loss
.. automodule:: sklearn.metrics.cluster
.. currentmodule:: sklearn.metrics
User guide. See the :ref:`clustering_evaluation` section for further details.
.. autosummary::
:nosignatures:
:toctree: ../modules/generated/
:template: base.rst
adjusted_mutual_info_score
adjusted_rand_score
calinski_harabasz_score
cluster.contingency_matrix
cluster.pair_confusion_matrix
completeness_score
davies_bouldin_score
fowlkes_mallows_score
homogeneity_completeness_v_measure
homogeneity_score
mutual_info_score
normalized_mutual_info_score
rand_score
silhouette_samples
silhouette_score
v_measure_score
User guide. See the :ref:`biclustering_evaluation` section for further details.
.. autosummary::
:nosignatures:
:toctree: ../modules/generated/
:template: base.rst
consensus_score
.. autosummary::
:nosignatures:
:toctree: ../modules/generated/
:template: base.rst
DistanceMetric
.. automodule:: sklearn.metrics.pairwise
.. currentmodule:: sklearn.metrics
User guide. See the :ref:`metrics` section for further details.
.. autosummary::
:nosignatures:
:toctree: ../modules/generated/
:template: base.rst
pairwise.additive_chi2_kernel
pairwise.chi2_kernel
pairwise.cosine_distances
pairwise.cosine_similarity
pairwise.distance_metrics
pairwise.euclidean_distances
pairwise.haversine_distances
pairwise.kernel_metrics
pairwise.laplacian_kernel
pairwise.linear_kernel
pairwise.manhattan_distances
pairwise.nan_euclidean_distances
pairwise.paired_cosine_distances
pairwise.paired_distances
pairwise.paired_euclidean_distances
pairwise.paired_manhattan_distances
pairwise.pairwise_kernels
pairwise.polynomial_kernel
pairwise.rbf_kernel
pairwise.sigmoid_kernel
pairwise_distances
pairwise_distances_argmin
pairwise_distances_argmin_min
pairwise_distances_chunked
User guide. See the :ref:`visualizations` section for further details.
.. autosummary::
:nosignatures:
:toctree: ../modules/generated/
:template: base.rst
ConfusionMatrixDisplay
DetCurveDisplay
PrecisionRecallDisplay
PredictionErrorDisplay
RocCurveDisplay