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7.3. Generated datasets — scikit-learn 1.5.2 do...
1.1. Single label # Both make_blobs...controlled size and complexity. 7.3.1. Generators for classification...scikit-learn.org/stable/datasets/sample_generators.html -
Nearest Neighbors Classification — scikit-learn...
feature_names [ 1 ], shading = "auto" , alpha =.... iloc [:, 0 ], X . iloc [:, 1 ], c = y , edgecolors = "k" )...scikit-learn.org/stable/auto_examples/neighbors/plot_classification.html -
SGD: Penalties — scikit-learn 1.5.2 documentation
[( - 1 , - 1 )], ) plt . clabel ( l2_contour , inline = 1 , fontsize...18 , fmt = { 1.0 : "L2" }, manual = [( - 1 , - 1 )]) plt . clabel...scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_penalties.html -
Density Estimation for a Gaussian mixture — sci...
norm = LogNorm ( vmin = 1.0 , vmax = 1000.0 ), levels =...X_train [:, 0 ], X_train [:, 1 ], 0.8 ) plt . title ( "Negative...scikit-learn.org/stable/auto_examples/mixture/plot_gmm_pdf.html -
matthews_corrcoef — scikit-learn 1.5.2 document...
[ + 1 , + 1 , + 1 , - 1 ] >>> y_pred = [ + 1 , - 1 , + 1 , +...value between -1 and +1. A coefficient of +1 represents a perfect...scikit-learn.org/stable/modules/generated/sklearn.metrics.matthews_corrcoef.html -
Polynomial and Spline interpolation — scikit-le...
[ 1 , x_1 , x_1 ** 2 , x_1 ** 3 , ... , x_1 ** degree...), ... ], [ basis_1 ( x_1 ), basis_2 ( x_1 ), ... ], ... ] This...scikit-learn.org/stable/auto_examples/linear_model/plot_polynomial_interpolation.html -
mean_shift — scikit-learn 1.5.2 documentation
array ([[ 1 , 1 ], [ 2 , 1 ], [ 1 , 0 ], ... [ 4 , 7...6. ], [1.33..., 0.66...]]) >>> labels array([1, 1, 1, 0, 0, 0])...scikit-learn.org/stable/modules/generated/sklearn.cluster.mean_shift.html -
SVM Margins Example — scikit-learn 1.5.2 docume...
0 ] * 20 + [ 1 ] * 20 # figure number fignum = 1 # fit the model...is sqrt(1+a^2) away vertically in # 2-d. margin = 1 / np . sqrt...scikit-learn.org/stable/auto_examples/svm/plot_svm_margin.html -
set_config — scikit-learn 1.5.2 documentation
Added in version 1.1. enable_cython_pairwise_dist...configuration setting. Added in version 1.1. array_api_dispatch bool, default=None...scikit-learn.org/stable/modules/generated/sklearn.set_config.html -
randomized_svd — scikit-learn 1.5.2 documentation
approximation problem described in [1] (problem (1.5), p5). Parameters : M...n_iter=0 or 1 should even work fine in theory (see [1] page 9)....scikit-learn.org/stable/modules/generated/sklearn.utils.extmath.randomized_svd.html