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sklearn.feature_selection — scikit-learn 1.7.2 ...
f_classif Compute the ANOVA F-value for the provided...provided sample. f_regression Univariate linear regression tests...scikit-learn.org/stable/api/sklearn.feature_selection.html -
Lasso on dense and sparse data — scikit-learn 1...
y ) print ( f "Sparse Lasso done in { ( time...dense_lasso . fit ( X , y ) print ( f "Dense Lasso done in { ( time...scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_dense_vs_sparse_data.html -
Effect of transforming the targets in regressio...
model_selection import train_test_split f , ( ax0 , ax1 ) = plt . subplots..."Transformed target distribution" ) f . suptitle ( "Synthetic data"...scikit-learn.org/stable/auto_examples/compose/plot_transformed_target.html -
d2_pinball_score — scikit-learn 1.7.2 documenta...
F. (1999). “Goodness of Fit and...scikit-learn.org/stable/modules/generated/sklearn.metrics.d2_pinball_score.html -
SVM-Anova: SVM with univariate feature selectio...
f_classif from sklearn.pipeline..."anova" , SelectPercentile ( f_classif )), ( "scaler" , StandardScaler...scikit-learn.org/stable/auto_examples/svm/plot_svm_anova.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 -
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 -
Custom refit strategy of a grid search with cro...
target == 8 print ( f "The number of images is { X ....filtered_cv_results [ "params" ], ): print ( f "precision: { mean_precision :...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_digits.html -
Nearest Neighbors Classification — scikit-learn...
set_title ( f "3-Class classification \n (k=...scikit-learn.org/stable/auto_examples/neighbors/plot_classification.html -
Various Agglomerative Clustering on a 2D embedd...
marker = f "$ { digit } $" , s = 50 , c =...scikit-learn.org/stable/auto_examples/cluster/plot_digits_linkage.html