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SVM: Separating hyperplane for unbalanced class...
n_samples_2 = 100 centers = [[ 0.0 , 0.0 ], [ 2.0 , 2.0 ]] clusters_std...svm . SVC ( kernel = "linear" , C = 1.0 ) clf . fit ( X , y )...scikit-learn.org/stable/auto_examples/svm/plot_separating_hyperplane_unbalanced.html -
SVM: Weighted samples — scikit-learn 1.7.1 docu...
weights = [ 0.9 , 0.1 ], random_state = 0 , ) # down-sample for plotting...plot.""" axis . scatter ( X_plot [:, 0 ], X_plot [:, 1 ], c =...scikit-learn.org/stable/auto_examples/svm/plot_weighted_samples.html -
Selecting dimensionality reduction with Pipelin...
', MinMaxScaler()), ('reduce_dim', 'passthrough'), ('classify',...{'classify__C': [1, 10, ...], 'reduce_dim': [SelectKBest(s...7f48a4c1dfc0>)],...scikit-learn.org/stable/auto_examples/compose/plot_compare_reduction.html -
Plot the support vectors in LinearSVC — scikit-...
linestyles = [ "--" , "-" , "--" ], ) plt . scatter ( support_vectors...figsize = ( 10 , 5 )) for i , C in enumerate ([ 1 , 100 ]): # "hinge"...scikit-learn.org/stable/auto_examples/svm/plot_linearsvc_support_vectors.html -
はてなブックマーク
pic.x.com/tYZcX72UCy 2025-07-04 01:06:42 政治と経済 2025/08/04 21:40...https://b.hatena.ne.jp/entry/s/www.sankei.com/article/202508...b.hatena.ne.jp/ -
Model selection with Probabilistic PCA and Fact...
cross_val_score ( LedoitWolf (), X )) for X , title in [( X_homo , "Homoscedastic...cross_val_score ( pca , X ))) fa_scores . append ( np . mean ( cross_val_score...scikit-learn.org/stable/auto_examples/decomposition/plot_pca_vs_fa_model_selection.html -
Empirical evaluation of the impact of k-means i...
KMeans , "k-means++" , {}, "^-" ), ( KMeans , "random" , {}, "o-" ),...), ( MiniBatchKMeans , "k-means++" , { "max_no_improvement" :...scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_stability_low_dim_dense.html -
Displaying Pipelines — scikit-learn 1.7.1 docum...
steps [('standard_scaler', ...), ('polynomial', ...), ...] transform_input...Parameters steps [('preprocessing', ...), ('classifier', ...)] transform_input...scikit-learn.org/stable/auto_examples/miscellaneous/plot_pipeline_display.html -
Statistical comparison of models using grid sea...
': ['linear']}, {'degree': [2, 3], 'kernel': ['poly']}, {'kernel':...{'degree': [2, 3], 'kernel': ['poly']}, ...] scoring 'roc_auc' n_jobs...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_stats.html -
Comparison of Manifold Learning methods — sciki...
"horizontal" , shrink = 0.6 , aspect = 60 , pad = 0.01 ) plt . show () def...n_components , "eigen_solver" : "auto" , "random_state" : 0 , } lle_standard...scikit-learn.org/stable/auto_examples/manifold/plot_compare_methods.html