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Logistic function — scikit-learn 1.5.2 document...
Shown in the plot is how the logistic regression would, in this synthetic dataset, classify values as either 0 or 1, i.e. class one or two, using the logistic curve. Total running time of the scrip...scikit-learn.org/stable/auto_examples/linear_model/plot_logistic.html -
Covariance estimation — scikit-learn 1.5.2 docu...
Examples concerning the sklearn.covariance module. Ledoit-Wolf vs OAS estimation Robust covariance estimation and Mahalanobis distances relevance Robust vs Empirical covariance estimate Shrinkage c...scikit-learn.org/stable/auto_examples/covariance/index.html -
Kernel Approximation — scikit-learn 1.5.2 docum...
Examples concerning the sklearn.kernel_approximation module. Scalable learning with polynomial kernel approximationscikit-learn.org/stable/auto_examples/kernel_approximation/index.html -
Features in Histogram Gradient Boosting Trees —...
showcasing all points except 2 and 6 in a real life setting...."recorded average" , linewidth = 2 , ax = ax ) for idx , max_iter...scikit-learn.org/stable/auto_examples/ensemble/plot_hgbt_regression.html -
compute_sample_weight — scikit-learn 1.5.2 docu...
{2:5}, {3:1}, {4:1}] . The "balanced"...scikit-learn.org/stable/modules/generated/sklearn.utils.class_weight.compute_sample_weight.html -
Model selection with Probabilistic PCA and Fact...
rand ( n_features ) + sigma / 2.0 X_hetero = X + rng . randn (...shrinkages = np . logspace ( - 2 , 0 , 30 ) cv = GridSearchCV (...scikit-learn.org/stable/auto_examples/decomposition/plot_pca_vs_fa_model_selection.html -
Demo of HDBSCAN clustering algorithm — scikit-l...
2 , 0.35 , 1.35 , 1.35 ], random_state...fig , axes = plt . subplots ( 2 , 1 , figsize = ( 10 , 8 )) params...scikit-learn.org/stable/auto_examples/cluster/plot_hdbscan.html -
Out-of-core classification of text documents — ...
n_features = 2 ** 18 , alternate_sign = False...positive) accuracy: 0.938 in 2.21s ( 1769 docs/s) Perceptron...scikit-learn.org/stable/auto_examples/applications/plot_out_of_core_classification.html -
Feature agglomeration vs. univariate selection ...
selection # This example compares 2 dimensionality reduction strategies:.... randn ( n_samples , size ** 2 ) for x in X : # smooth data x...scikit-learn.org/stable/auto_examples/cluster/plot_feature_agglomeration_vs_univariate_selection.... -
Permutation Importance with Multicollinear or C...
n_jobs = 2 ) perm_sorted_idx = result . importances_mean...score ( X_test , y_test ) : .2 } " ) Baseline accuracy on test...scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance_multicollinear.html