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SelectKBest — scikit-learn 1.7.2 documentation
See also f_classif ANOVA F-value between label/feature...for classification tasks. f_regression F-value between label/feature...scikit-learn.org/stable/modules/generated/sklearn.feature_selection.SelectKBest.html -
plot_hgbt_regression.zip
print(f"Training sample size: {X_train.shape[0]}") print(f"Test...rint(f\"Test sample size: {X_test.shape[0]}\")\nprint(f\"Number...scikit-learn.org/stable/_downloads/ef504a3cb245a55fde178198c8218b4a/plot_hgbt_regression.zip -
r_regression — scikit-learn 1.7.2 documentation
f_classif ANOVA F-value between label/feature...coefficients of features. See also f_regression Univariate linear regression...scikit-learn.org/stable/modules/generated/sklearn.feature_selection.r_regression.html -
Principal Component Regression vs Partial Least...
label = f "Component { i } " , linewidth = 5 , color = f "C { i...the mean of the target. print ( f "PCR r-squared { pcr . score (...scikit-learn.org/stable/auto_examples/cross_decomposition/plot_pcr_vs_pls.html -
SGD: convex loss functions — scikit-learn 1.7.2...
"Decision function $f(x)$" ) plt . ylabel ( "$L(y=1, f(x))$" ) plt ....scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_loss_functions.html -
Visualizing the probabilistic predictions of a ...
predict_probas ): print ( f " { est_name } 's predicted probabilities:...average of soft-predictions: " f " { np . dot ( weights , predict_probas...scikit-learn.org/stable/auto_examples/ensemble/plot_voting_decision_regions.html -
Plotting Learning Curves and Checking Models’ S...
set_title ( f "Learning Curve for { estimator...[ 0 , ax_idx ] . set_title ( f "Scalability of the { estimator...scikit-learn.org/stable/auto_examples/model_selection/plot_learning_curve.html -
Label Propagation digits: Demonstrating perform...
pyplot as plt f = plt . figure ( figsize = ( 7...images [ image_index ] sub = f . add_subplot ( 2 , 5 , index...scikit-learn.org/stable/auto_examples/semi_supervised/plot_label_propagation_digits.html -
Pipeline ANOVA SVM — scikit-learn 1.7.2 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 -
3.4. Metrics and scoring: quantifying the quali...
The F-measure ( \(F_\beta\) and \(F_1\) measures) can...score, also known as balanced F-score or F-measure. fbeta_score (y_true,...scikit-learn.org/stable/modules/model_evaluation.html