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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 -
Underfitting vs. Overfitting — scikit-learn 1.7...
plt . ylabel ( "y" ) plt . xlim (( 0 , 1 )) plt . ylim (( - 2 ,...X ) + np . random . randn ( n_samples ) * 0.1 plt . figure ( figsize...scikit-learn.org/stable/auto_examples/model_selection/plot_underfitting_overfitting.html -
Approximate nearest neighbors in TSNE — scikit-...
= { "euclidean" : "l2" , "cosine" : "cosinesimil" , "l1" : "l1"..."MNIST_10000" , load_mnist ( n_samples = 10_000 )), ( "MNIST_20000" , load_mnist...scikit-learn.org/stable/auto_examples/neighbors/approximate_nearest_neighbors.html -
Nearest Neighbors regression — scikit-learn 1.7...
"prediction" ) plt . axis ( "tight" ) plt . legend () plt . title ( "KNeighborsRegressor...rng . rand ( 40 , 1 ), axis = 0 ) X_test = np . linspace ( 0 , 5...scikit-learn.org/stable/auto_examples/neighbors/plot_regression.html -
MultiTaskLassoCV — scikit-learn 1.7.1 documenta...
MultiTaskLasso is: ( 1 / ( 2 * n_samples )) * || Y - XW ||^ Fro_2 + alpha...random_state = 0 ) . fit ( X , y ) >>> r2_score ( y , reg . predict ( X ))...scikit-learn.org/stable/modules/generated/sklearn.linear_model.MultiTaskLassoCV.html