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Version 1.6 — scikit-learn 1.7.2 document...
predict offering a speedup of up to 2-4x on sample sizes larger than...summary messages, verbose >= 2 prints the full information as...scikit-learn.org/stable/whats_new/v1.6.html -
Version 0.24 — scikit-learn 1.7.2 documen...
2 # April 2021 Changelog # sklearn.compose...single metrics and verbose > 2. #19659 by Thomas Fan . Fix Some...scikit-learn.org/stable/whats_new/v0.24.html -
Version 0.17 — scikit-learn 1.7.2 documen...
different filenames under Python 2 and Python 3 to avoid pickling...scikit-learn.org/stable/whats_new/v0.17.html -
7.9. Transforming the prediction target (y) ...
y = [[ 2 , 3 , 4 ], [ 2 ], [ 0 , 1 , 3 ], [ 0 , 1 , 2 , 3 , 4...>>> lb . fit ([ 1 , 2 , 6 , 4 , 2 ]) LabelBinarizer() >>>...scikit-learn.org/stable/modules/preprocessing_targets.html -
Comparison of kernel ridge and Gaussian process...
period of this sine is thus \(2 \pi\) . We will reuse this information..."True signal" , linewidth = 2 ) plt . scatter ( training_data...scikit-learn.org/stable/auto_examples/gaussian_process/plot_compare_gpr_krr.html -
Normal, Ledoit-Wolf and OAS Linear Discriminant...
centers = [[ - 2 ], [ 2 ]]) # add non-discriminative...features_samples_ratio , acc_clf1 , linewidth = 2 , label = "LDA" , color...scikit-learn.org/stable/auto_examples/classification/plot_lda.html -
Permutation Importance vs Random Forest Feature...
None min_samples_split 2 min_samples_leaf 1 min_...random_state = 42 , n_jobs = 2 ) sorted_importances_idx = result...scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance.html -
Balance model complexity and cross-validated sc...
performance (best score - 1 std) 2. best_low_complexity : Selects...Dimensionality reduction using PCA 2. Classification using LogisticRegression...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_refit_callable.html -
Receiver Operating Characteristic (ROC) with cr...
= 2 ], y [ y != 2 ] n_samples , n_features...linearly separable from the other 2; the latter are not linearly separable...scikit-learn.org/stable/auto_examples/model_selection/plot_roc_crossval.html -
Joint feature selection with multi-task Lasso &...
2 , 2 ) plt . spy ( coef_multi_task_lasso_...)) times = np . linspace ( 0 , 2 * np . pi , n_tasks ) for k in...scikit-learn.org/stable/auto_examples/linear_model/plot_multi_task_lasso_support.html