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Test with permutations the significance of a cl...
StratifiedKFold ( n_splits = 2 , shuffle = True , random_state...scikit-learn.org/stable/auto_examples/model_selection/plot_permutation_tests_for_classification.html -
SVM: Maximum margin separating hyperplane — sci...
centers = 2 , random_state = 6 ) # fit the...scikit-learn.org/stable/auto_examples/svm/plot_separating_hyperplane.html -
The Johnson-Lindenstrauss bound for embedding w...
\|u - v\|^2 < \|p(u) - p(v)\|^2 < (1 + eps) \|u - v\|^2\] Where...\geq 4 log(n\_samples) / (eps^2 / 2 - eps^3 / 3)\] The first plot...scikit-learn.org/stable/auto_examples/miscellaneous/plot_johnson_lindenstrauss_bound.html -
Crafting a minimal reproducer for scikit-learn ...
n_features = 2 , n_redundant = 0 , n_informative = 2 , n_clusters_per_class...n_features ) y = rng . randint ( 0 , 2 , n_samples ) # binary target...scikit-learn.org/stable/developers/minimal_reproducer.html -
Robust linear model estimation using RANSAC — s...
coef_ ) lw = 2 plt . scatter ( X [ inlier_mask...scikit-learn.org/stable/auto_examples/linear_model/plot_ransac.html -
validate_data — scikit-learn 1.7.2 documentation
Gallery examples: Release Highlights for scikit-learn 1.6scikit-learn.org/stable/modules/generated/sklearn.utils.validation.validate_data.html -
sklearn.utils — scikit-learn 1.7.2 documentation
Various utilities to help with development. Developer guide. See the Utilities for Developers section for further details. Input and parameter validation: Functions to validate input and parameters...scikit-learn.org/stable/api/sklearn.utils.html -
quantile_transform — scikit-learn 1.7.2 documen...
Gallery examples: Effect of transforming the targets in regression modelscikit-learn.org/stable/modules/generated/sklearn.preprocessing.quantile_transform.html -
process_routing — scikit-learn 1.7.2 documentation
Gallery examples: Metadata Routingscikit-learn.org/stable/modules/generated/sklearn.utils.metadata_routing.process_routing.html -
sklearn.neighbors — scikit-learn 1.7.2 document...
The k-nearest neighbors algorithms. User guide. See the Nearest Neighbors section for further details.scikit-learn.org/stable/api/sklearn.neighbors.html