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Label Propagation circles: Learning a complex s...
X [ labels == - 1 , 0 ], X [ labels == - 1 , 1 ], color = "darkorange"...circle), 1 (belonging to the inner circle), and -1 (unknown)....scikit-learn.org/stable/auto_examples/semi_supervised/plot_label_propagation_structure.html -
scikit-learn: machine learning in Python — scik...
scikit-learn 1.8 (Changelog) . September 2025. scikit-learn 1.7.2 is...). July 2025. scikit-learn 1.7.1 is available for download (...scikit-learn.org/stable/index.html -
homogeneity_completeness_v_measure — scikit-lea...
1 , 1 , 2 , 2 ], [ 0 , 0 , 1 , 2 , 2 , 2 ] >>>...float Score between 0.0 and 1.0. 1.0 stands for perfectly homogeneous...scikit-learn.org/stable/modules/generated/sklearn.metrics.homogeneity_completeness_v_measure.html -
Post pruning decision trees with cost complexit...
plot ( ccp_alphas [: - 1 ], impurities [: - 1 ], marker = "o" , drawstyle...clfs [ - 1 ] . tree_ . node_count , ccp_alphas [ - 1 ] ) ) Number...scikit-learn.org/stable/auto_examples/tree/plot_cost_complexity_pruning.html -
Plot the decision surfaces of ensembles of tree...
() - 1 , X [:, 0 ] . max () + 1 y_min , y_max = X [:, 1 ] . min...min () - 1 , X [:, 1 ] . max () + 1 xx , yy = np . meshgrid (...scikit-learn.org/stable/auto_examples/ensemble/plot_forest_iris.html -
orthogonal_mp — scikit-learn 1.7.2 documentation
) >>> X [: 1 ,] @ coef array([-78.68]) On this...scikit-learn.org/stable/modules/generated/sklearn.linear_model.orthogonal_mp.html -
Empirical evaluation of the impact of k-means i...
mean ( axis = 1 ), inertia . std ( axis = 1 ), fmt = format...using a init="random" and n_init=1 . This run leads to a bad convergence...scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_stability_low_dim_dense.html -
spectral_embedding — scikit-learn 1.7.2 documen...
Added in version 1.2: Added ‘auto’ option. norm_laplacian...scikit-learn.org/stable/modules/generated/sklearn.manifold.spectral_embedding.html -
Out-of-core classification of text documents — ...
()[ 1 ], rotation = 30 ) ymax = max ( cls_runtime ) * 1.2 ax...__init__ ( self , encoding = "latin-1" ): HTMLParser . __init__ ( self...scikit-learn.org/stable/auto_examples/applications/plot_out_of_core_classification.html -
Comparing different hierarchical linkage method...
"connectivity matrix is [0-9]{1,2}" " > 1. Completing it to avoid stopping...y_pred ) + 1 ), ) ) ) plt . scatter ( X [:, 0 ], X [:, 1 ], s = 10...scikit-learn.org/stable/auto_examples/cluster/plot_linkage_comparison.html