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3.4. Metrics and scoring: quantifying the quali...
to compute the scores. any additional...(y_true, y_score, *[, ...]) Compute precision-recall pairs for...scikit-learn.org/stable/modules/model_evaluation.html -
average_precision_score — scikit-learn 1.7.1 do...
sample_weight = None ) [source] # Compute average precision (AP) from...interpolated and is different from computing the area under the precision-recall...scikit-learn.org/stable/modules/generated/sklearn.metrics.average_precision_score.html -
roc_auc_score — scikit-learn 1.7.1 documentation
labels = None ) [source] # Compute Area Under the Receiver Operating...or 1.0 as AUC ROC partial computation currently is not supported...scikit-learn.org/stable/modules/generated/sklearn.metrics.roc_auc_score.html -
SparseRandomProjection — scikit-learn 1.7.1 doc...
only computed if compute_inverse_components is...0.1 , dense_output = False , compute_inverse_components = False...scikit-learn.org/stable/modules/generated/sklearn.random_projection.SparseRandomProjection.html -
euclidean_distances — scikit-learn 1.7.1 docume...
X_norm_squared = None ) [source] # Compute the distance matrix between...pair of row vector x and y is computed as: dist ( x , y ) = sqrt...scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.euclidean_distances.html -
ShrunkCovariance — scikit-learn 1.7.1 documenta...
will not be centered before computation. Useful when working with...will be centered before computation. shrinkage float, default=0.1...scikit-learn.org/stable/modules/generated/sklearn.covariance.ShrunkCovariance.html -
smacof — scikit-learn 1.7.1 documentation
Compute the stress Compute the Guttman Transform...normalized_stress = 'auto' ) [source] # Compute multidimensional scaling using...scikit-learn.org/stable/modules/generated/sklearn.manifold.smacof.html -
LocalOutlierFactor — scikit-learn 1.7.1 documen...
default=’auto’ Algorithm used to compute the nearest neighbors: ‘ball_tree’...Metric to use for distance computation. Default is “minkowski”,...scikit-learn.org/stable/modules/generated/sklearn.neighbors.LocalOutlierFactor.html -
Caching nearest neighbors — scikit-learn 1.7.1 ...
KNeighborsClassifier can compute the nearest neighbors internally,...first call is slow since it computes the neighbors graph, while...scikit-learn.org/stable/auto_examples/neighbors/plot_caching_nearest_neighbors.html -
lars_path — scikit-learn 1.7.1 documentation
positive = False ) [source] # Compute Least Angle Regression or Lasso...machine-precision regularization in the computation of the Cholesky diagonal...scikit-learn.org/stable/modules/generated/sklearn.linear_model.lars_path.html