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IsolationForest example — scikit-learn 1.7.1 do...
outliers = rng . uniform ( low =- 4 , high = 4 , size = ( n_outliers...scatter = plt . scatter ( X [:, 0 ], X [:, 1 ], c = y , s = 20 ,...scikit-learn.org/stable/auto_examples/ensemble/plot_isolation_forest.html -
Lasso, Lasso-LARS, and Elastic Net paths — scik...
y = load_diabetes ( return_X_y = True ) X /= X . std (...coefs_positive_lasso , _ = lasso_path ( X , y , eps = eps , positive = True ) print...scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_lasso_lars_elasticnet_path.html -
Clustering text documents using k-means — sciki...
subset = "all" , categories = categories , shuffle = True , random_state...( km , X , name = None , n_runs = 5 ): name = km . __class__ ....scikit-learn.org/stable/auto_examples/text/plot_document_clustering.html -
LastaFluteのアプリログ | LastaFlute
<property name="domain.name" value="harbor"/> <property name="log.level"...name="backup.max.history" value="180"/> <appender name="console"...dbflute.seasar.org/ja/lastaflute/howto/structure/applogging.html -
Robust vs Empirical covariance estimate — sciki...
n_samples = 80 n_features = 5 repeat = 10 range_n_outliers = np ....repeat ), label = "Robust location" , lw = lw , color = "m" , ) plt...scikit-learn.org/stable/auto_examples/covariance/plot_robust_vs_empirical_covariance.html -
Overview of multiclass training meta-estimators...
y = fetch_openml ( data_id = 181 , as_frame = True , return_X_y... cv = RepeatedStratifiedKF ( n_splits = 3 , n_repeats = 5 , random_state...scikit-learn.org/stable/auto_examples/multiclass/plot_multiclass_overview.html -
dict_learning — scikit-learn 1.7.1 documentation
max_iter = 100 , tol = 1e-08 , method = 'lars' , n_jobs = None ,..., dict_init = None , code_init = None , callback = None , verbose...scikit-learn.org/stable/modules/generated/sklearn.decomposition.dict_learning.html -
plot_pca_iris.zip
py """ ========== Principal Component Analysis...Analysis (PCA) on Iris Dataset ========== This example shows a well known...scikit-learn.org/stable/_downloads/99402c7ce7a6ab7fafcb48caa3c9447b/plot_pca_iris.zip -
PredictionErrorDisplay — scikit-learn 1.7.1 doc...
y_true == y_pred . Therefore, it is a diagonal line for kind="predictions"...X , y = load_diabetes ( return_X_y = True ) >>> ridge = Ridge...scikit-learn.org/stable/modules/generated/sklearn.metrics.PredictionErrorDisplay.html -
MiniBatchNMF — scikit-learn 1.7.1 documentation
max_iter = 200 , alpha_W = 0.0 , alpha_H = 'same' , l1_ratio = 0.0...n_components = 'auto' , * , init = None , batch_size = 1024 , beta_loss...scikit-learn.org/stable/modules/generated/sklearn.decomposition.MiniBatchNMF.html