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robust_scale — scikit-learn 1.7.2 documentation
robust_scale >>> X = [[ - 2 , 1 , 2 ], [ - 1 , 0 , 1 ]] >>> robust_scale...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.robust_scale.html -
Various Agglomerative Clustering on a 2D embedd...
SpectralEmbedding ( n_components = 2 ) . fit_transform ( X ) print...scikit-learn.org/stable/auto_examples/cluster/plot_digits_linkage.html -
Comparison of LDA and PCA 2D projection of Iris...
the different samples on the 2 first principal components. Linear...target_names pca = PCA ( n_components = 2 ) X_r = pca . fit ( X ) . transform...scikit-learn.org/stable/auto_examples/decomposition/plot_pca_vs_lda.html -
Target Encoder’s Internal Cross fitting — sciki...
The TargetEncoder replaces each category of a categorical feature with the shrunk mean of the target variable for that category. This method is useful in cases where there is a strong relationship ...scikit-learn.org/stable/auto_examples/preprocessing/plot_target_encoder_cross_val.html -
homogeneity_completeness_v_measure — scikit-lea...
2 , 2 ], [ 0 , 0 , 1 , 2 , 2 , 2 ] >>> homogen...scikit-learn.org/stable/modules/generated/sklearn.metrics.homogeneity_completeness_v_measure.html -
mean_squared_log_error — scikit-learn 1.7.2 doc...
2 ], [ 7 , 6 ]] >>> y_pred = [[ 0.5 , 2 ], [ 1 , 2.5 ],...y_true = [ 3 , 5 , 2.5 , 7 ] >>> y_pred = [ 2.5 , 5 , 4 , 8 ] >>>...scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_squared_log_error.html -
Pipeline ANOVA SVM — scikit-learn 1.7.2 documen...
n_classes = 2 , n_clusters_per_class = 2 , random_state =...scikit-learn.org/stable/auto_examples/feature_selection/plot_feature_selection_pipeline.html -
Factor Analysis (with rotation) to visualize pa...
2 , 3 ]) ax . set_xticklabels (...) ax . set_yticks ([ 0 , 1 , 2 , 3 ]) ax . set_yticklabels (...scikit-learn.org/stable/auto_examples/decomposition/plot_varimax_fa.html -
8. Dataset loading utilities — scikit-learn 1.7...
2.2. The 20 newsgroups text dataset 8.2.3. The Labeled...dataset 8.2.4. Forest covertypes 8.2.5. RCV1 dataset 8.2.6. Kddcup...scikit-learn.org/stable/datasets.html -
7.1. Pipelines and composite estimators — sciki...
2. Access pipeline steps # The estimators...'select' , SelectKBest ( k = 2 )), ... ( 'clf' , LogisticRegression...scikit-learn.org/stable/modules/compose.html