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Iso-probability lines for Gaussian Processes cl...
0256**2 * DotProduct(sigma_0=5.72) ** 2 # Authors: The...[:, 1 ] - 0.5 * x [:, 0 ] ** 2.0 # Design of experiments X =...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpc_isoprobability.html -
Nested versus non-nested cross-validation ̵...
This example compares non-nested and nested cross-validation strategies on a classifier of the iris data set. Nested cross-validation (CV) is often used to train a model in which hyperparameters al...scikit-learn.org/stable/auto_examples/model_selection/plot_nested_cross_validation_iris.html -
Release Highlights for scikit-learn 1.0 —...
2 Release Highlights for scikit-learn 1.2 Release Highlights...SplineTransformer ( degree = 2 , n_knots = 3 ) spline . fit_transform...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_0_0.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 -
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 -
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 -
12.1. Array API support (experimental) — ...
2.2. Meta-estimators # Meta-estimators...device . type 'cuda' 12.1.2. Support for Array API -compatible...scikit-learn.org/stable/modules/array_api.html