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4.1. Partial Dependence and Individual Conditio...
1.1. Partial dependence plots # Partial..., learning_rate = 1.0 , ... max_depth = 1 , random_state = 0...scikit-learn.org/stable/modules/partial_dependence.html -
RidgeClassifier — scikit-learn 1.6.1 documentation
converts the target values into {-1, 1} and then treats the problem...sklearn.linear_model. RidgeClassifier ( alpha = 1.0 , * , fit_intercept = True ,...scikit-learn.org/stable/modules/generated/sklearn.linear_model.RidgeClassifier.html -
DecisionTreeRegressor — scikit-learn 1.6.1 docu...
1: monotonic increase 0: no constraint -1: monotonic...min_samples_split = 2 , min_samples_leaf = 1 , min_weight_fraction_leaf = 0.0...scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeRegressor.html -
SparsePCA — scikit-learn 1.6.1 documentation
means 1 unless in a joblib.parallel_backend context. -1 means...n_components = None , * , alpha = 1 , ridge_alpha = 0.01 , max_iter...scikit-learn.org/stable/modules/generated/sklearn.decomposition.SparsePCA.html -
RationalQuadratic — scikit-learn 1.6.1 document...
RationalQuadratic ( length_scale = 1.0 , alpha = 1.0 , length_scale_bounds...RationalQuadratic ( length_scale = 1.0 , alpha = 1.5 ) >>> gpc = GaussianProcessClass...scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.RationalQuadratic.html -
auc — scikit-learn 1.6.1 documentation
array ([ 1 , 1 , 2 , 2 ]) >>> pred = np . array ([ 0.1 , 0.4 ,...scikit-learn.org/stable/modules/generated/sklearn.metrics.auc.html -
GridSearchCV — scikit-learn 1.6.1 documentation
version 1.5: Xt was deprecated in 1.5 and will be removed in 1.7....means 1 unless in a joblib.parallel_backend context. -1 means...scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html -
KernelRidge — scikit-learn 1.6.1 documentation
alpha = 1.0 ) >>> krr . fit ( X , y ) KernelRidge(alpha=1.0) fit...sklearn.kernel_ridge. KernelRidge ( alpha = 1 , * , kernel = 'linear' , gamma...scikit-learn.org/stable/modules/generated/sklearn.kernel_ridge.KernelRidge.html -
TunedThresholdClassifierCV — scikit-learn 1.6.1...
means 1 unless in a joblib.parallel_backend context. -1 means...... n_samples = 1_000 , weights = [ 0.9 , 0.1 ], class_sep = 0.8...scikit-learn.org/stable/modules/generated/sklearn.model_selection.TunedThresholdClassifierCV.html -
Release Highlights for scikit-learn 1.0 — sciki...
scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...import make_pipeline y = [ 1 , 0 , 1 ] pipe = make_pipeline ( preprocessor...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_0_0.html