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Novelty detection with Local Outlier Factor (LO...
n_neighbors) is typically set 1) greater than the minimum number...novelty = True , contamination = 0.1 ) clf . fit ( X_train ) # DO NOT...scikit-learn.org/stable/auto_examples/neighbors/plot_lof_novelty_detection.html -
Plot the decision surfaces of ensembles of tree...
() - 1 , X [:, 0 ] . max () + 1 y_min , y_max = X [:, 1 ] . min...min () - 1 , X [:, 1 ] . max () + 1 xx , yy = np . meshgrid (...scikit-learn.org/stable/auto_examples/ensemble/plot_forest_iris.html -
Crafting a minimal reproducer for scikit-learn ...
1.43 , 30.01 , 22.17 ], "target"...recent call last) <ipython-input-1-a674e682c281> in <module> 4 vectorizer...scikit-learn.org/stable/developers/minimal_reproducer.html -
User Guide — scikit-learn 1.8.0 documentation
Guide # 1. Supervised learning 1.1. Linear Models 1.1.1. Ordinary...Lasso 1.1.4. Multi-task Lasso 1.1.5. Elastic-Net 1.1.6. Multi-task...scikit-learn.org/stable/user_guide.html -
Displaying estimators and complex pipelines — s...
l1_ratio = 1 ) print ( lr ) LogisticRegression(l1_ratio=1) Rich HTML..... versionadded:: 1.0 .. versionchanged:: 1.6 `verbose_feature_names_out`...scikit-learn.org/stable/auto_examples/miscellaneous/plot_estimator_representation.html -
8.3. Generated datasets — scikit-learn 1.8.0 do...
1.1. Single label # make_blobs creates..."n_informative" : 1 , "n_clusters_per_class" : 1 , "n_classes" :...scikit-learn.org/stable/datasets/sample_generators.html -
Hierarchical clustering with and without struct...
) t = 1.5 * np . pi * ( 1 + 3 * np . random . rand ( 1 , n_samples...n_samples , noise = noise ) X1 [:, 1 ] *= 0.5 # Make the roll thinner...scikit-learn.org/stable/auto_examples/cluster/plot_ward_structured_vs_unstructured.html -
MetadataRouter — scikit-learn 1.8.0 docum...
Added in version 1.3. Parameters : owner object The...sub-estimators). Added in version 1.4. Parameters : method str The...scikit-learn.org/stable/modules/generated/sklearn.utils.metadata_routing.MetadataRouter.html -
Image denoising using kernel PCA — scikit-learn...
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 -
Comparison of LDA and PCA 2D projection of Iris...
1 , 2 ], target_names ): plt . scatter...y == i , 0 ], X_r [ y == i , 1 ], color = color , alpha = 0.8...scikit-learn.org/stable/auto_examples/decomposition/plot_pca_vs_lda.html