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Evaluation of outlier detection estimators R...
in pandas 1.5.1 were mapped to np.nan in pandas 2.0.1 X [ &quo...assumed to contain outliers. 1. The ROC curves are computed using...scikit-learn.org/stable/auto_examples/miscellaneous/plot_outlier_detection_bench.html -
3. Model selection and evaluation — sciki...
1.1. Computing cross-validated metrics 3.1.2. Cross...validation iterators 3.1.3. A note on shuffling 3.1.4. Cross validation...scikit-learn.org/stable/model_selection.html -
Understanding the decision tree structure ̵...
node=1 is a leaf node with value=[[1. 0. 0.]]. node=2...sp; 2 min_samples_leaf 1 min_weight_fraction_leaf ...scikit-learn.org/stable/auto_examples/tree/plot_unveil_tree_structure.html -
Agglomerative clustering with different metrics...
1 , 1 ]) for l , color , n in zip...figure () plt . axes ([ 0 , 0 , 1 , 1 ]) for l , color in zip ( np...scikit-learn.org/stable/auto_examples/cluster/plot_agglomerative_clustering_metrics.html -
Early stopping in Gradient Boosting — sci...
axes [ 1 ] . set_yscale ( "log" ) axes [ 1 ] . legend...max_depth = 5 , learning_rate = 0.1 , random_state = 42 ) gbm_full...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_early_stopping.html -
A demo of the Spectral Biclustering algorithm &...
consensus score: 1.0 The score is between 0 and 1, where 1 corresponds...and adds 1 to each to ensure that the labels start from 1 instead...scikit-learn.org/stable/auto_examples/bicluster/plot_spectral_biclustering.html -
Generalized Linear Models — scikit-learn ...
Examples concerning the sklearn.linear_model module. Comparing Linear Bayesian Regressors Curve Fitting with Bayesian Ridge Regression Decision Boundaries of Multinomial and One-vs-Rest Logistic Re...scikit-learn.org/stable/auto_examples/linear_model/index.html -
Pipelines and composite estimators — scik...
Examples of how to compose transformers and pipelines from other estimators. See the User Guide. Column Transformer with Heterogeneous Data Sources Column Transformer with Mixed Types Concatenating...scikit-learn.org/stable/auto_examples/compose/index.html -
RadiusNeighborsClassifier — scikit-learn ...
() array([[1., 0., 1.], [0., 1., 0.], [1., 0., 1.]]) score (...], [ 1 ], [ 2 ], [ 3 ]] >>> y = [ 0 , 0 , 1 , 1 ] >>>...scikit-learn.org/stable/modules/generated/sklearn.neighbors.RadiusNeighborsClassifier.html -
NuSVC — scikit-learn 1.7.2 documentation
array ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ 1 , 1 ], [ 2 , 1 ]]) >>>...default=-1 Hard limit on iterations within solver, or -1 for no...scikit-learn.org/stable/modules/generated/sklearn.svm.NuSVC.html