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Using KBinsDiscretizer to discretize continuous...
reshape ( - 1 , 1 ) # transform the dataset with...endpoint = False ) . reshape ( - 1 , 1 ) reg = LinearRegression ()...scikit-learn.org/stable/auto_examples/preprocessing/plot_discretization.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 -
CloseStatus (Spring Framework 7.0.1 API)
1 "Defined Status Codes" . Since:...docs.spring.io/spring-framework/docs/current/javadoc-api/org/springframework/web/socket/CloseStat... -
Sample pipeline for text feature extraction and...
array([1.e-06, 1.e-05, 1.e-04, 1.e-03, 1.e-02, 1.e-01, 1.e+00,...1.e+00, 1.e+01, 1.e+02, 1.e+03, 1.e+04, 1.e+05, 1.e+06]), 'vect__max_df':...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_text_feature_extraction.html -
7.8. Pairwise metrics, Affinities and Kernels —...
for choosing gamma is 1 / num_features S = 1. / (D / np.max(D))...>>> Y = np . array ([[ 1 , 0 ], [ 2 , 1 ]]) >>> pairwise_distances...scikit-learn.org/stable/modules/metrics.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 -
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 -
Scalable learning with polynomial kernel approx...
original paper of Tensor Sketch [ 1 ] , i.e. the algorithm implemented..., which was the one used in [ 1 ] . from sklearn.datasets import...scikit-learn.org/stable/auto_examples/kernel_approximation/plot_scalable_poly_kernels.html -
Gaussian process classification (GPC) on iris d...
y ) kernel = 1.0 * RBF ([ 1.0 , 1.0 ]) gpc_rbf_anisotropic...() - 1 , X [:, 0 ] . max () + 1 y_min , y_max = X [:, 1 ] . min...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpc_iris.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