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Early stopping in Gradient Boosting — scikit-le...
axes [ 2 ] . bar ( labels , training_times ) axes [ 2 ] . set_ylabel...axes [ 2 ] . text ( bar . get_x () + bar . get_width () / 2 , height...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_early_stopping.html -
KernelCenterer — scikit-learn 1.7.2 documentation
- 2. , 2. ], ... [ - 2. , 1. , 3. ], ... [ 4. , 1. , - 2. ]]...K array([[ 9., 2., -2.], [ 2., 14., -13.], [ -2., -13., 21.]])...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.KernelCenterer.html -
3.1. Cross-validation: evaluating estimator per...
2 , 2 , 2 , 2 ] >>> groups = [ 1 , 1 , 2 , 2 , 3 , 3...)) [2 3] [0 1] [1 3] [0 2] [1 2] [0 3] [0 3] [1 2] [0 2] [1 3]...scikit-learn.org/stable/modules/cross_validation.html -
NuSVC — scikit-learn 1.7.2 documentation
[ - 2 , - 1 ], [ 1 , 1 ], [ 2 , 1 ]]) >>> y = np...np . array ([ 1 , 1 , 2 , 2 ]) >>> from sklearn.pipeline import...scikit-learn.org/stable/modules/generated/sklearn.svm.NuSVC.html -
Sparse inverse covariance estimation — scikit-l...
As can be seen on figure 2, the grid to compute the cross-validation...enumerate ( covs ): plt . subplot ( 2 , 4 , i + 1 ) plt . imshow ( this_cov...scikit-learn.org/stable/auto_examples/covariance/plot_sparse_cov.html -
Release Highlights for scikit-learn 0.24 — scik...
2. From 1.2, use # PartialDependenceDis..."min_samples_split" : randint ( 2 , 11 ), "bootstrap" : [ True ,...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_0_24_0.html -
LinearSVR — scikit-learn 1.7.2 documentation
float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...(n_features) if n_classes == 2 else (n_classes, n_features) Weights...scikit-learn.org/stable/modules/generated/sklearn.svm.LinearSVR.html -
1.14. Semi-supervised learning — scikit-learn 1...
2. Label Propagation # Label propagation...be relaxed, to say \(\alpha=0.2\) , which means that we will always...scikit-learn.org/stable/modules/semi_supervised.html -
SparseRandomProjection — scikit-learn 1.7.2 doc...
pdf [ 2 ] D. Achlioptas, 2001, “Database-friendly...scikit-learn.org/stable/modules/generated/sklearn.random_projection.SparseRandomProjection.html -
RadiusNeighborsTransformer — scikit-learn 1.7.2...
p = 2 , metric_params = None , n_jobs...standard Euclidean distance when p = 2. See the documentation of scipy.spatial.distance...scikit-learn.org/stable/modules/generated/sklearn.neighbors.RadiusNeighborsTransformer.html