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Probability Calibration for 3-class classificat...
$1$, $0$)" , xy = ( 0 , 1 ), xytext = ( 0.1 , 1 ), xycoords..."($\frac {1}{3} $, $\frac {1}{3} $, $\frac {1}{3} $)"...scikit-learn.org/stable/auto_examples/calibration/plot_calibration_multiclass.html -
Simple 1D Kernel Density Estimation — sci...
1 , int ( 0.3 * N )), np . random . normal ( 5 , 1 , int...score_samples ( X_plot ) ax [ 1 , 1 ] . fill ( X_plot [:, 0 ], np...scikit-learn.org/stable/auto_examples/neighbors/plot_kde_1d.html -
Feature agglomeration vs. univariate selection ...
0 ][ 1 ] . inverse_transform ( coef_ . reshape ( 1 , - 1 )) coef_selection_...roi_size ] = - 1.0 coef [ - roi_size :, - roi_size :] = 1.0 X = np...scikit-learn.org/stable/auto_examples/cluster/plot_feature_agglomeration_vs_univariate_selection.... -
Gaussian Mixture Model Ellipsoids — sciki...
1 , 1 + index ) for i , ( mean , covar...= np . array ([[ 0.0 , - 0.1 ], [ 1.7 , 0.4 ]]) X = np . r_ [...scikit-learn.org/stable/auto_examples/mixture/plot_gmm.html -
8.2. Real world datasets — scikit-learn 1...
1, 1, 1, 0, 1, 1, 0, 0, 0]) Converting...target [: 10 ]) [5, 6, 3, 1, 0, 1, 3, 4, 3, 0] The second loader...scikit-learn.org/stable/datasets/real_world.html -
Scalable learning with polynomial kernel approx...
original paper of Tensor Sketch [1], i.e. the algorithm implemented...[2], which was the one used in [1]. from sklearn.datasets import...scikit-learn.org/stable/auto_examples/kernel_approximation/plot_scalable_poly_kernels.html -
Target Encoder’s Internal Cross fitting —...
reshape ( - 1 , 1 )) # Remove the linear relationship...replace = True ) . reshape ( - 1 , 1 ) Finally, we assemble the dataset...scikit-learn.org/stable/auto_examples/preprocessing/plot_target_encoder_cross_val.html -
Multiclass Receiver Operating Characteristic (R...
1 ], [ 0 , 1 ], "k--" , label...xlim = ( - 0.01 , 1.01 ), ylim = ( - 0.01 , 1.01 ), ) We confirm...scikit-learn.org/stable/auto_examples/model_selection/plot_roc.html -
Decision Tree Regression with AdaBoost — ...
color = colors [ 1 ], label = "n_estimators=1" , linewidth...boosted using the AdaBoost.R2 [ 1 ] algorithm on a 1D sinusoidal...scikit-learn.org/stable/auto_examples/ensemble/plot_adaboost_regression.html -
Dimensionality Reduction with Neighborhood Comp...
subplot(1, 3, i + 1, aspect=1) # Fit the method's...X_embedded [:, 0 ], X_embedded [:, 1 ], c = y , s = 30 , cmap = "Set1"...scikit-learn.org/stable/auto_examples/neighbors/plot_nca_dim_reduction.html