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Pipelining: chaining a PCA and a logistic regre...
arange ( 1 , pca . n_components_ + 1 ), pca . explained_variance_ratio_...( max_iter = 10000 , tol = 0.1 ) pipe = Pipeline ( steps = [(...scikit-learn.org/stable/auto_examples/compose/plot_digits_pipe.html -
Outlier detection on a real data set — sc...
EllipticEnvelope ( support_fraction = 1.0 , contamination = 0.25 ), "Robust...load_wine ()[ "data" ][:, [ 1 , 2 ]] # two clusters fig , ax...scikit-learn.org/stable/auto_examples/applications/plot_outlier_detection_wine.html -
Metadata Routing — scikit-learn 1.7.2 doc...
array([1., 1., 1.]) Routing Meta-Estimator...ExampleClassifier. array([1., 1., 1.]) Deprecation / Default Value...scikit-learn.org/stable/auto_examples/miscellaneous/plot_metadata_routing.html -
Early stopping of Stochastic Gradient Descent &...
version = 1 , as_frame = False ) # take only...n_iter_no_change = 3 , tol = 0.1 ), "Validation score"...scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_early_stopping.html -
Permutation Importance with Multicollinear or C...
subplots ( 1 , 2 , figsize = ( 12 , 8 )) mdi_importances...ax1 , ax2 ) = plt . subplots ( 1 , 2 , figsize = ( 12 , 8 )) corr...scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance_multicollinear.html -
Crafting a minimal reproducer for scikit-learn ...
1.43 , 30.01 , 22.17 ], "target"...call last) <ipython-input-1-a674e682c281> in <module>...scikit-learn.org/stable/developers/minimal_reproducer.html -
Concentration Prior Type Analysis of Variation ...
1.1 ) ax2 . tick_params ( axis =...], [ 0.0 , 0.1 ]], [[ 0.5 , 0.0 ], [ 0.0 , 0.1 ]], [[ 0.5 , 0.0...scikit-learn.org/stable/auto_examples/mixture/plot_concentration_prior.html -
Prediction Latency — scikit-learn 1.7.2 d...
1 , verbose = False ): """Generate...configuration , duration_secs = 0.1 ): """benchmark...scikit-learn.org/stable/auto_examples/applications/plot_prediction_latency.html -
Multilabel classification using a classifier ch...
max ( model_scores ) * 1.1 ]) colors = [ "r" ]..."Independent" , "Chain 1" , "Chain 2" ,...scikit-learn.org/stable/auto_examples/multioutput/plot_classifier_chain_yeast.html -
Image denoising using kernel PCA — scikit...
4 of [ 1 ] . References # Authors: The...pixel values are in the range (0, 1). import numpy as np from sklearn.datasets...scikit-learn.org/stable/auto_examples/applications/plot_digits_denoising.html