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Illustration of prior and posterior Gaussian pr...
label = f "Sampled function # { idx + 1...plt . tight_layout () print ( f "Kernel parameters before fit:...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpr_prior_posterior.html -
Feature agglomeration vs. univariate selection ...
BayesianRidge f_regression = mem . cache ( feature_selection . f_regression...univariate_selection.f_regression... f_regression(array([[-0.451933,...scikit-learn.org/stable/auto_examples/cluster/plot_feature_agglomeration_vs_univariate_selection.... -
L1 Penalty and Sparsity in Logistic Regression ...
* 100 print ( f "C= { C : .2f } " ) print ( f " { 'Sparsity with...sparsity_l1_LR : .2f } %" ) print ( f " { 'Sparsity with Elastic-Net...scikit-learn.org/stable/auto_examples/linear_model/plot_logistic_l1_l2_sparsity.html -
Scalable learning with polynomial kernel approx...
annotate ( f "n_comp.= { n_components } " , ( results [ f "LSVM +..."score" : lsvm_score } print ( f "Linear SVM score on raw features:...scikit-learn.org/stable/auto_examples/kernel_approximation/plot_scalable_poly_kernels.html -
Starling Flock Networks Manage Uncertainty in C...
Cucker F, Mordecki E (2008) Flocking in...MIT Press. pp. 377–390. 28. Xue F, Kumar P (2004) The number of...journals.plos.org/ploscompbiol/article -
Multiclass Receiver Operating Characteristic (R...
name = f " { class_of_interest } vs the...effect of numpy.ravel : print ( f "y_score: \n { y_score [ 0 : 2...scikit-learn.org/stable/auto_examples/model_selection/plot_roc.html -
Release Highlights for scikit-learn 1.1 — sciki...
max_iter = 50 ) hist_quantiles = { f "quantile= { quantile : .2f }...Parameters score_func <function f_c...x7fad23c2dab0> k 7 LogisticRegression...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_1_0.html -
Examples of Using FrozenEstimator — scikit-lear...
estimates for three data points: \n " f " { classifier . predict_proba...same three data points: \n " f " { classifier . predict ( X_test...scikit-learn.org/stable/auto_examples/frozen/plot_frozen_examples.html -
precision_recall_fscore_support — scikit-learn ...
'f-score') , sample_weight = None...# Compute precision, recall, F-measure and support for each class....scikit-learn.org/stable/modules/generated/sklearn.metrics.precision_recall_fscore_support.html -
Pipeline ANOVA SVM — scikit-learn 1.7.0 documen...
f_classif from sklearn.pipeline...anova_filter = SelectKBest ( f_classif , k = 3 ) clf = LinearSVC...scikit-learn.org/stable/auto_examples/feature_selection/plot_feature_selection_pipeline.html