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Successive Halving Iterations — scikit-learn 1....
[True, False], 'criterion': ['gini', 'entropy'], 'max_depth': [3,...[3, None], 'max_features': <scipy.stats....x7f489fc71450>, ...}...scikit-learn.org/stable/auto_examples/model_selection/plot_successive_halving_iterations.html -
Comparison of kernel ridge regression and SVR —...
"alpha" : [ 1e0 , 0.1 , 1e-2 , 1e-3 ], "gamma" : np . logspace ( -...5 ] += 3 * ( 0.5 - rng . rand ( X . shape [ 0 ] // 5 )) X_plot...scikit-learn.org/stable/auto_examples/miscellaneous/plot_kernel_ridge_regression.html -
Isotonic Regression — scikit-learn 1.7.1 docume...
50 , 50 , size = ( n ,)) + 50.0 * np . log1p ( np . arange ( n...len ( y ))) lc . set_linewidths ( np . full ( n , 0.5 )) fig , (...scikit-learn.org/stable/auto_examples/miscellaneous/plot_isotonic_regression.html -
t-SNE: The effect of various perplexity values ...
scatter ( X [ red , 0 ], X [ red , 1 ], c = "r" ) ax . scatter ( X...[ green , 0 ], X [ green , 1 ], c = "g" ) ax . xaxis . set_major_formatter...scikit-learn.org/stable/auto_examples/manifold/plot_t_sne_perplexity.html -
Nearest Neighbors Classification — scikit-learn...
Pipeline ( steps = [( "scaler" , StandardScaler ()), ( "knn" , KNeighborsClassifier...)) for ax , weights in zip ( axs , ( "uniform" , "distance" )):...scikit-learn.org/stable/auto_examples/neighbors/plot_classification.html -
SGD: Maximum margin separating hyperplane — sci...
np . linspace ( - 1 , 5 , 10 ) yy = np . linspace ( - 1 , 5 , 10...i , j ] = p [ 0 ] levels = [ - 1.0 , 0.0 , 1.0 ] linestyles =...scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_separating_hyperplane.html -
Comparison of LDA and PCA 2D projection of Iris...
figure () for color , i , target_name in zip ( colors , [ 0 , 1 , 2...color , i , target_name in zip ( colors , [ 0 , 1 , 2 ], target_names...scikit-learn.org/stable/auto_examples/decomposition/plot_pca_vs_lda.html -
Time-related feature engineering — scikit-learn...
.. ... ... ... ... ... ... ... ... ... ... 17374 spring 1 12...= [ "Sun" , "Mon" , "Tue" , "Wed" , "Thu" , "Fri" , "Sat" ], xlabel...scikit-learn.org/stable/auto_examples/applications/plot_cyclical_feature_engineering.html -
Concentration Prior Type Analysis of Variation ...
edgecolor = "black" , ) ax2 . text ( k , w + 0.007 , " %.1f%% " % ( w...set_xlim ( - 2.0 , 2.0 ) ax1 . set_ylim ( - 3.0 , 3.0 ) ax1 . set_xticks...scikit-learn.org/stable/auto_examples/mixture/plot_concentration_prior.html -
Spectral clustering for image segmentation — sc...
( x - center2 [ 0 ]) ** 2 + ( y - center2 [ 1 ]) ** 2 < radius2...]) ** 2 + ( y - center1 [ 1 ]) ** 2 < radius1 ** 2 circle2 = (...scikit-learn.org/stable/auto_examples/cluster/plot_segmentation_toy.html