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Plot different SVM classifiers in the iris data...
subplots ( 2 , 2 ) plt . subplots_adjust ( wspace...dataset. We only consider the first 2 features of this dataset: Sepal...scikit-learn.org/stable/auto_examples/svm/plot_iris_svc.html -
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 -
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 -
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 -
Label Propagation digits: Active learning ̵...
0 24 0] [ 0 0 0 0 2 1 0 2 2 27]] Iteration 2 __________ Label...0 0 0 0 0 25 0] [ 0 0 0 0 2 1 0 2 2 27]] Iteration 1 __________...scikit-learn.org/stable/auto_examples/semi_supervised/plot_label_propagation_digits_active_learni... -
Robust vs Empirical covariance estimate —...
subplot ( 2 , 1 , 1 ) lw = 2 plt . errorbar ( range_n_outliers...font_prop ) plt . subplot ( 2 , 1 , 2 ) x_size = range_n_outliers...scikit-learn.org/stable/auto_examples/covariance/plot_robust_vs_empirical_covariance.html -
7.4. Imputation of missing values — sciki...
2. Univariate feature imputation...>>> imp . fit ([[ 1 , 2 ], [ np . nan , 3 ], [ 7 , 6 ]])...scikit-learn.org/stable/modules/impute.html -
Gaussian Mixture Model Sine Curve — sciki...
eigh ( covar ) v = 2.0 * np . sqrt ( 2.0 ) * np . sqrt ( v )...mean_precision_prior = 1e-2 , covariance_prior = 1e0 * np . eye ( 2 ), init_params...scikit-learn.org/stable/auto_examples/mixture/plot_gmm_sin.html -
Lagged features for time series forecasting ...
2 ± 4.0" "39.3 ± 2.8" "16.7..."92.5 ± 16.2" "5.9 ± 0.9" "46.2 ± 8.1"...scikit-learn.org/stable/auto_examples/applications/plot_time_series_lagged_features.html -
Overview of multiclass training meta-estimators...
code_size = 2 ) cv_results_tree = cross_validate..., X , y , cv = cv , n_jobs = 2 ) cv_results_ovo = cross_validate...scikit-learn.org/stable/auto_examples/multiclass/plot_multiclass_overview.html