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Imputing missing values before building an esti...
True ) mses_diabetes [ 2 ], stds_diabetes [ 2 ] = get_score ( X_miss_diabetes...mses_california [ 2 ], stds_california [ 2 ] = get_score ( X_miss_california...scikit-learn.org/stable/auto_examples/impute/plot_missing_values.html -
Label Propagation digits: Demonstrating perform...
RandomState ( 2 ) indices = np . arange ( len...1.00 1.00 27 1 0.82 1.00 0.90 37 2 1.00 0.86 0.92 28 3 1.00 0.80...scikit-learn.org/stable/auto_examples/semi_supervised/plot_label_propagation_digits.html -
Principal Component Analysis (PCA) on Iris Data...
2 import mpl_toolkits.mplot3d #...X_reduced [:, 1 ], X_reduced [:, 2 ], c = iris . target , s = 40...scikit-learn.org/stable/auto_examples/decomposition/plot_pca_iris.html -
Multi-class AdaBoosted Decision Trees — s...
class (quantiles of the \(\chi^2\) distribution). from sklearn.datasets...1 ) We split the dataset into 2 sets: 70 percent of the samples...scikit-learn.org/stable/auto_examples/ensemble/plot_adaboost_multiclass.html -
Probabilistic predictions with Gaussian process...
0 ] > 2.5 , dtype = int ) # Specify Gaussian...time of the script: (0 minutes 2.061 seconds) Download Jupyter...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpc.html -
SVM: Maximum margin separating hyperplane ̵...
centers = 2 , random_state = 6 ) # fit the...scikit-learn.org/stable/auto_examples/svm/plot_separating_hyperplane.html -
Label Propagation circles: Learning a complex s...
title ( "Raw data (2 classes=outer and inner)"...scikit-learn.org/stable/auto_examples/semi_supervised/plot_label_propagation_structure.html -
3.3. Tuning the decision threshold for class pr...
DecisionTreeClassifi ( max_depth = 2 , random_state = 0 ) . fit ( X...best_score_ np.float64(0.86) 3.3.1.2. Important notes regarding the...scikit-learn.org/stable/modules/classification_threshold.html -
7.9. Transforming the prediction target (y) ...
y = [[ 2 , 3 , 4 ], [ 2 ], [ 0 , 1 , 3 ], [ 0 , 1 , 2 , 3 , 4...>>> lb . fit ([ 1 , 2 , 6 , 4 , 2 ]) LabelBinarizer() >>>...scikit-learn.org/stable/modules/preprocessing_targets.html -
Comparison of kernel ridge and Gaussian process...
period of this sine is thus \(2 \pi\) . We will reuse this information..."True signal" , linewidth = 2 ) plt . scatter ( training_data...scikit-learn.org/stable/auto_examples/gaussian_process/plot_compare_gpr_krr.html