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OrthogonalMatchingPursuitCV — scikit-lear...
float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...coefficient of determination, \(R^2\) , is defined as \((1 - \frac{u}{v})\)...scikit-learn.org/stable/modules/generated/sklearn.linear_model.OrthogonalMatchingPursuitCV.html -
Gaussian Mixture Model Selection — scikit...
convert to degrees v = 2.0 * np . sqrt ( 2.0 ) * np . sqrt ( v )...random . randn ( n_samples , 2 ), C ) # general component_2 =...scikit-learn.org/stable/auto_examples/mixture/plot_gmm_selection.html -
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RandomForestRegressor — scikit-learn 1.8....
float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...= None , min_samples_split = 2 , min_samples_leaf = 1 , min_...scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestRegressor.html -
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ConstantKernel — scikit-learn 1.8.0 docum...
constant_value = 2 ) is the same as: kernel = RBF () + 2 Read more in...ConstantKernel ( constant_value = 2 ) >>> gpr = GaussianProcessRegre...scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.ConstantKernel.html -
Recursive feature elimination with cross-valida...
The introduction of 2 additional redundant (i.e. correlated)...n_informative = 3 , n_redundant = 2 , n_repeated = 0 , n_classes =...scikit-learn.org/stable/auto_examples/feature_selection/plot_rfe_with_cross_validation.html -
GradientBoostingRegressor — scikit-learn ...
float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...'friedman_mse' , min_samples_split = 2 , min_samples_leaf = 1 , min_...scikit-learn.org/stable/modules/generated/sklearn.ensemble.GradientBoostingRegressor.html -
Lasso model selection via information criteria ...
2 of [ZHT2007] . A LassoLarsIC estimator...References [ ZHT2007 ] ( 1 , 2 ) Zou, Hui, Trevor Hastie, and...scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_lars_ic.html -
Comparing randomized search and grid search for...
243980072)} Model with rank: 2 Mean validation score: 0.983 (std:...222222222)} Model with rank: 2 Mean validation score: 0.998 (std:...scikit-learn.org/stable/auto_examples/model_selection/plot_randomized_search.html