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Early stopping of Stochastic Gradient Descent —...
version = 1 , as_frame = False ) # take only...n_iter_no_change = 3 , tol = 0.1 ), "Validation score" : linear_model...scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_early_stopping.html -
Release Highlights for scikit-learn 0.23 — scik...
versionadded:: 1.0 .. versionchanged:: 1.6 `verbose_feature_names_out`..... versionadded:: 1.5 .. versionchanged:: 1.7 The default value...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_0_23_0.html -
Clustering text documents using k-means — sciki...
assigned to each cluster: [ 1 1 1 3384] Number of elements assigned...n_features: { X_tfidf . shape [ 1 ] } " ) vectorization done in...scikit-learn.org/stable/auto_examples/text/plot_document_clustering.html -
Lasso on dense and sparse data — scikit-learn 1...
coo_matrix ( X ) alpha = 1 sparse_lasso = Lasso ( alpha =...100 ) : .3f } %" ) alpha = 0.1 sparse_lasso = Lasso ( alpha =...scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_dense_vs_sparse_data.html -
Receiver Operating Characteristic (ROC) with cr...
axis = 0 ) mean_tpr [ - 1 ] = 1.0 mean_auc = auc ( mean_fpr...“versicolor” class ( class_id=1 ) is regarded as the positive...scikit-learn.org/stable/auto_examples/model_selection/plot_roc_crossval.html -
set_config — scikit-learn 1.8.0 documentation
Added in version 1.1. enable_cython_pairwise_dist...configuration setting. Added in version 1.1. array_api_dispatch bool, default=None...scikit-learn.org/stable/modules/generated/sklearn.set_config.html -
MNIST classification using multinomial logistic...
l1_ratio = 1 , solver = "saga" , tol = 0.1 ) clf . fit ( X_train...fetch_openml ( "mnist_784" , version = 1 , return_X_y = True , as_frame...scikit-learn.org/stable/auto_examples/linear_model/plot_sparse_logistic_regression_mnist.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 -
Outlier detection on a real data set — scikit-l...
EllipticEnvelope ( support_fraction = 1.0 , contamination = 0.25 ), "Robust...= load_wine ()[ "data" ][:, [ 1 , 2 ]] # two clusters fig , ax...scikit-learn.org/stable/auto_examples/applications/plot_outlier_detection_wine.html -
Decomposition — scikit-learn 1.8.0 documentation
Examples concerning the sklearn.decomposition module. Blind source separation using FastICA Comparison of LDA and PCA 2D projection of Iris dataset Faces dataset decompositions Factor Analysis (wit...scikit-learn.org/stable/auto_examples/decomposition/index.html