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Effect of varying threshold for self-training &...
capsize = 2 , color = "b" ) ax1.... std ( axis = 1 ), capsize = 2 , color = "g" , ) ax2...scikit-learn.org/stable/auto_examples/semi_supervised/plot_self_training_varying_threshold.html -
Robust covariance estimation and Mahalanobis di...
standard deviation equal to 2 and feature 2 has a standard deviation...n_features = 2 # generate Gaussian data of shape (125, 2) gen_cov...scikit-learn.org/stable/auto_examples/covariance/plot_mahalanobis_distances.html -
13. Choosing the right estimator — scikit...
Often the hardest part of solving a machine learning problem can be finding the right estimator for the job. Different estimators are better suited for different types of data and different problem...scikit-learn.org/stable/machine_learning_map.html -
Detection error tradeoff (DET) curve — sc...
n_features = 2 , n_redundant = 0 , n_informative = 2 , random_state...ax_det ] = plt . subplots ( 1 , 2 , figsize = ( 11 , 5 )) ax_roc...scikit-learn.org/stable/auto_examples/model_selection/plot_det.html -
Linear and Quadratic Discriminant Analysis with...
[ 2.5 , 0.7 ]]) * 2.0 cov_class_2 = cov_class_1.... Ellipse ( mean , 2 * v [ 0 ] ** 0.5 , 2 * v [ 1 ] ** 0.5 ,...scikit-learn.org/stable/auto_examples/classification/plot_lda_qda.html -
Categorical Feature Support in Gradient Boostin...
2, etc., and treated as continuous...ax2 ) = plt . subplots ( 1 , 2 , figsize = ( 12 , 8 )) plot_info...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_categorical.html -
Partial Dependence and Individual Conditional E...
2 Release Highlights for scikit-learn 1.2 Gallery generated...between the target function [ 2 ] and a set of features of interest,...scikit-learn.org/stable/auto_examples/inspection/plot_partial_dependence.html -
Release Highlights for scikit-learn 0.23 —...
2. From 1.2, use # PartialDependenceDis...lam = np . exp ( X [:, 5 ]) / 2 ) X_train , X_test , y_train ,...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_0_23_0.html -
Release Highlights for scikit-learn 1.4 —...
2 Release Highlights for scikit-learn 1.2 Release Highlights..."adult" , version = 2 , return_X_y = True ) # Remove...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_4_0.html -
The Johnson-Lindenstrauss bound for embedding w...
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