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Comparing Target Encoder with Other Encoders — ...
price province region_1 region_2 variety winery 0 US This tremendous...Toro Bodega Carmen Rodríguez 2 US Mac Watson honors the memory...scikit-learn.org/stable/auto_examples/preprocessing/plot_target_encoder.html -
Introducing the set_output API — scikit-learn 1...
0 2.0 3.5 1.0 1 4.9 3.0 1.4 0.2 8 4.4 2.9 1.4 0.2 93 5.0...5.0 2.3 3.3 1.0 106 4.9 2.5 4.5 1.7 To configure an estimator such...scikit-learn.org/stable/auto_examples/miscellaneous/plot_set_output.html -
inplace_column_scale — scikit-learn 1.5.2 docum...
2 , 2 ]) >>> data = np . array ([ 8 , 1 , 2 , 5 ]) >>>...>>> scale = np . array ([ 2 , 3 , 2 ]) >>> csr = sparse . csr_matrix...scikit-learn.org/stable/modules/generated/sklearn.utils.sparsefuncs.inplace_column_scale.html -
Manifold Learning methods on a severed sphere —...
2 sec MDS: 0.79 sec Spectral Embedding:...projections with matplotlib < 3.2 import mpl_toolkits.mplot3d #...scikit-learn.org/stable/auto_examples/manifold/plot_manifold_sphere.html -
mean_gamma_deviance — scikit-learn 1.5.2 docume...
= [ 2 , 0.5 , 1 , 4 ] >>> y_pred = [ 0.5 , 0.5 , 2. , 2. ] >>>...with the power parameter power=2 . It is invariant to scaling of...scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_gamma_deviance.html -
ConfusionMatrixDisplay — scikit-learn 1.5.2 doc...
2. Returns : display ConfusionMatrixDispl...matplotlib.pyplot.text call. Added in version 1.2. Returns : display ConfusionMatrixDispl...scikit-learn.org/stable/modules/generated/sklearn.metrics.ConfusionMatrixDisplay.html -
Prediction Intervals for Gradient Boosting Regr...
exp ( sigma ** 2 / 2 ) y = expected_y + noise Split...learning_rate = [ 0.05 , 0.1 , 0.2 ], max_depth = [ 2 , 5 , 10 ], min_samples_leaf...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_quantile.html -
MissingIndicator — scikit-learn 1.5.2 documenta...
2 , 3 ], ... [ 2 , 4 , 0 ]]) >>> indicator...scikit-learn.org/stable/modules/generated/sklearn.impute.MissingIndicator.html -
Multilabel classification — scikit-learn 1.5.2 ...
subplot ( 2 , 2 , subplot ) plt . title ( title..."none" , linewidths = 2 , label = "Class 2" , ) plot_hyperplane...scikit-learn.org/stable/auto_examples/miscellaneous/plot_multilabel.html -
multilabel_confusion_matrix — scikit-learn 1.5....
2]], [[5, 0], [1, 0]], [[2, 1], [1, 2]]]) On this...ndarray of shape (n_outputs, 2, 2) A 2x2 confusion matrix corresponding...scikit-learn.org/stable/modules/generated/sklearn.metrics.multilabel_confusion_matrix.html