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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 -
SelectorMixin — scikit-learn 1.6.1 documentation
shape [ 1 ] ... return self ... def _get_support_mask..."x1", ..., "x(n_features_in_ - 1)"] . If input_features is an array-like,...scikit-learn.org/stable/modules/generated/sklearn.feature_selection.SelectorMixin.html -
Plot the decision surface of decision trees tra...
1 ], [ 0 , 2 ], [ 0 , 3 ], [ 1 , 2 ], [ 1 , 3 ], [ 2.... subplot ( 2 , 3 , pairidx + 1 ) plt . tight_layout ( h_pad =...scikit-learn.org/stable/auto_examples/tree/plot_iris_dtc.html -
delayed — scikit-learn 1.6.1 documentation
Changed in version 1.3: delayed was moved from sklearn.utils.fixes...sklearn.utils.parallel in scikit-learn 1.3. Parameters : function callable...scikit-learn.org/stable/modules/generated/sklearn.utils.parallel.delayed.html -
Comparing Random Forests and Histogram Gradient...
row = 1 , col = 1 ) fig . add_trace ( line_trace , row = 1 , col...row = 1 , col = 2 ) fig . add_trace ( line_trace , row = 1 , col...scikit-learn.org/stable/auto_examples/ensemble/plot_forest_hist_grad_boosting_comparison.html -
Comparison of LDA and PCA 2D projection of Iris...
1 , 2 ], target_names ): plt . scatter...y == i , 0 ], X_r [ y == i , 1 ], color = color , alpha = 0.8...scikit-learn.org/stable/auto_examples/decomposition/plot_pca_vs_lda.html -
Factor Analysis (with rotation) to visualize pa...
vmin =- 1 , vmax = 1 ) ax . set_xticks ([ 0 , 1 , 2 , 3 ])...set_xticks ([ 0 , 1 ]) ax . set_xticklabels ([ "Comp. 1" , "Comp. 2"...scikit-learn.org/stable/auto_examples/decomposition/plot_varimax_fa.html -
Illustration of prior and posterior Gaussian pr...
"Observations" ) axs [ 1 ] . legend ( bbox_to_anchor = ( 1.05 , 1.5 ), loc..."Observations" ) axs [ 1 ] . legend ( bbox_to_anchor = ( 1.05 , 1.5 ), loc...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpr_prior_posterior.html -
Scikit-learn governance and decision-making — s...
“about” page: Requires +1 by a maintainer, no -1 by a maintainer (lazy...changes require +1 by two maintainers, no -1 by a maintainer (lazy...scikit-learn.org/stable/governance.html -
4.2. Permutation feature importance — scikit-le...
as: \[i_j = s - \frac{1}{K} \sum_{k=1}^{K} s_{k,j}\] 4.2.2. Relation...degradation of the model’s score [ 1 ] . By breaking the relationship...scikit-learn.org/stable/modules/permutation_importance.html