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Plot the decision surface of decision trees tra...
2 ], [ 0 , 3 ], [ 1 , 2 ], [ 1 , 3 ], [ 2 , 3 ]]): #...boundary ax = plt . subplot ( 2 , 3 , pairidx + 1 ) plt . tight_layout...scikit-learn.org/stable/auto_examples/tree/plot_iris_dtc.html -
Post-tuning the decision threshold for cost-sen...
# (2) in Elkan paper [2]_. gain_matrix = np...metric" , ) axs [ 2 ] . legend () axs [ 2 ] . set_xlabel ( "Decision...scikit-learn.org/stable/auto_examples/model_selection/plot_cost_sensitive_learning.html -
RadiusNeighborsTransformer — scikit-learn 1.7.2...
p = 2 , metric_params = None , n_jobs...standard Euclidean distance when p = 2. See the documentation of scipy.spatial.distance...scikit-learn.org/stable/modules/generated/sklearn.neighbors.RadiusNeighborsTransformer.html -
RadiusNeighborsClassifier — scikit-learn 1.7.2 ...
p = 2 , metric = 'minkowski' , outlier_label...the problem. p float, default=2 Power parameter for the Minkowski...scikit-learn.org/stable/modules/generated/sklearn.neighbors.RadiusNeighborsClassifier.html -
Release Highlights for scikit-learn 0.23 — scik...
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 -
inplace_csr_row_normalize_l1 — scikit-learn 1.7...
2 , 3 , 4 ]) >>> indices = np . array ([ 0 , 1 , 2 , 3 ])...>>> data = np . array ([ 1.0 , 2.0 , 3.0 , 4.0 ]) >>> X = csr_matrix...scikit-learn.org/stable/modules/generated/sklearn.utils.sparsefuncs_fast.inplace_csr_row_normaliz... -
CompoundKernel — scikit-learn 1.7.2 documentation
RBF ( length_scale = 2.0 )]) >>> print ( kernel . bounds...>>> print ( kernel . n_dims ) 2 >>> print ( kernel . theta ) [1.09861229...scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.CompoundKernel.html -
t-SNE: The effect of various perplexity values ...
2 sec S-curve, perplexity=50 in...n_samples = 150 n_components = 2 ( fig , subplots ) = plt . subplots...scikit-learn.org/stable/auto_examples/manifold/plot_t_sne_perplexity.html -
Release Highlights for scikit-learn 1.4 — sciki...
2 Release Highlights for scikit-learn 1.2 Release Highlights...fetch_openml ( "adult" , version = 2 , return_X_y = True ) # Remove...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_4_0.html -
Illustration of Gaussian process classification...
2 ) Y = np . logical_xor ( X [:,...DotProduct ( sigma_0 = 1.0 ) ** 2 ] for i , kernel in enumerate...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpc_xor.html