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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 -
A demo of structured Ward hierarchical clusteri...
( - 1 , 1 )) Define structure of the data...scikit-learn.org/stable/auto_examples/cluster/plot_coin_ward_segmentation.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 -
make_low_rank_matrix — scikit-learn 1.6.0 docum...
profile is: ( 1 - tail_strength ) * exp ( - 1.0 * ( i / effective_rank...scikit-learn 1.5 Release Highlights for scikit-learn 1.5 Release...scikit-learn.org/stable/modules/generated/sklearn.datasets.make_low_rank_matrix.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 -
__sklearn_is_fitted__ as Developer API — scikit...
scikit-learn 1.6 Release Highlights for scikit-learn 1.6 Metadata...__init__ ( self , parameter = 1 ): self . parameter = parameter...scikit-learn.org/stable/auto_examples/developing_estimators/sklearn_is_fitted.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 -
An example of K-Means++ initialization — scikit...
:: - 1 ] # Calculate seeds from k-means++...side sample data plt . figure ( 1 ) colors = [ "#4EACC5" , "#FF9C34"...scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_plusplus.html