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ShrunkCovariance — scikit-learn 1.7.1 documenta...
covariance_ array([[0.7387, 0.2536], [0.2536, 0.4110]]) >>> cov . location_...sqrt(tr(A^t.A)) - ‘spectral’: sqrt(max(eigenvalues(A^t.A)) where...scikit-learn.org/stable/modules/generated/sklearn.covariance.ShrunkCovariance.html -
Matern — scikit-learn 1.7.1 documentation
array([[0.8513, 0.0368, 0.1117], [0.8086, 0.0693, 0.1220]]) __call__...length_scale_bounds = (1e-05, 100000.0) , nu = 1.5 ) [source] # Matern kernel....scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.Matern.html -
RationalQuadratic — scikit-learn 1.7.1 document...
[: 2 ,:]) array([[0.8881, 0.0566, 0.05518], [0.8678, 0.0707 , 0.0614]])...100000.0) , alpha_bounds = (1e-05, 100000.0) ) [source] # Rational...scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.RationalQuadratic.html -
set_config — scikit-learn 1.7.1 documentation
print ‘SVC(C=1.0, cache_size=200, …)’ with all the non-changed...to True. display {‘text’, ‘diagram’}, default=None If ‘diagram’,...scikit-learn.org/stable/modules/generated/sklearn.set_config.html -
MultiLabelBinarizer — scikit-learn 1.7.1 docume...
'h', 'i', 'l', 'm', 'o', 'r', 's', 't', 'y'], dtype=object) To correct...MultiLabelBinarizer() >>> mlb . classes_ array(['-', 'c', 'd', 'e', 'f', 'h',...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.MultiLabelBinarizer.html -
Exponentiation — scikit-learn 1.7.1 documentation
fit ( X , y ) >>> gpr . score ( X , y ) 0.419 >>> gpr . predict...predict ( X [: 1 ,:], return_std = True ) (array([635.5]), array([0.559]))...scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.Exponentiation.html -
is_clusterer — scikit-learn 1.7.1 documentation
estimator is (probably) a clusterer. Added in version 1.6. Parameters...SVC , SVR >>> classifier = SVC () >>> regressor = SVR () >>>...scikit-learn.org/stable/modules/generated/sklearn.base.is_clusterer.html -
Permutation Importance vs Random Forest Feature...
'random_cat']), ('num', SimpleImputer(), ['age', 'sibsp', 'parch', 'fare',...', unknown_value=-1), ['pclass', 'sex', 'embarked', 'random_cat']),...scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance.html -
Model-based and sequential feature selection — ...
Statistics (with discussion), 407-499. (https://web.stanford.edu/~ha...= np . logspace ( - 6 , 6 , num = 5 )) . fit ( X , y ) importance...scikit-learn.org/stable/auto_examples/feature_selection/plot_select_from_model_diabetes.html -
Polynomial and Spline interpolation — scikit-le...
** degree ], [ 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