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Fitting an Elastic Net with a precomputed Gram ...
76195467e+02], [-1.03237920e+03, 1.19112072e+02, 1.00393284e+05, ...,...-5.76195467e+02], [-1.03237920e+03, 1.19112072e+02, 1.00393284e+05, ...,...scikit-learn.org/stable/auto_examples/linear_model/plot_elastic_net_precomputed_gram_matrix_with_... -
One-Class SVM versus One-Class SVM using Stocha...
reshape ( - 1 , 1 ), yy . ravel () . reshape ( - 1 , 1 )], axis...reshape ( - 1 , 1 ), yy . ravel () . reshape ( - 1 , 1 )], axis...scikit-learn.org/stable/auto_examples/linear_model/plot_sgdocsvm_vs_ocsvm.html -
Multi-dimensional scaling — scikit-learn 1.8.0 ...
figure ( 1 ) ax = plt . axes ([ 0.0 , 0.0 , 1.0 , 1.0 ]) s = 100...X_true [:, i ])[ 0 , 1 ] < 0 : X_mds [:, i ] *= - 1 if np . corrcoef...scikit-learn.org/stable/auto_examples/manifold/plot_mds.html -
Frozen Estimators — scikit-learn 1.8.0 document...
Examples concerning the sklearn.frozen module. Examples of Using FrozenEstimatorscikit-learn.org/stable/auto_examples/frozen/index.html -
Explicit feature map approximation for RBF kern...
edgecolors = ( 0 , 0 , 0 ), vmin = 0 , vmax = 10 , ) plt . title...shape [: - 1 ]) levels = np . arange ( 10 ) lv_eps = 0.01 # Adjust...scikit-learn.org/stable/auto_examples/miscellaneous/plot_kernel_approximation.html -
Plot multi-class SGD on the iris dataset — scik...
SGDClassifier ( alpha = 0.001 , max_iter = 100 ) . fit ( X , y ) ax...running time of the script: (0 minutes 0.092 seconds) Download Jupyter...scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_iris.html -
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+01,...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 -
Quantile regression — scikit-learn 1.8.0 docume...
axs [ 0 , 0 ] . legend () axs [ 0 , 1 ] . legend () axs [ 0 , 0...loc = 0 , scale = 0.5 + 0.5 * x , size = x . shape [ 0 ]) a =...scikit-learn.org/stable/auto_examples/linear_model/plot_quantile_regression.html -
Failure of Machine Learning to infer causal eff...
experiences < 0 ] = 0 abilities = rng . normal ( 0 , 0.15 , size...parent_hourly_wages < 0 ] = 0 college_degrees = ( 9 * abilities + 0.02 * parent_hourly_wages...scikit-learn.org/stable/auto_examples/inspection/plot_causal_interpretation.html -
Lasso model selection via information criteria ...
-0.002592 0.019907 -0.017646 1 -0.001882 -0.044642 -0.051474 -0.026328...-0.092204 2 0.085299 0.050680 0.044451 -0.005670 -0.045599 -0.034194...scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_lars_ic.html