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ConstantKernel — scikit-learn 1.6.1 documentation
\[k(x_1, x_2) = constant\_value \;\forall\; x_1, x_2\] Adding...predict ( X [: 1 ,:], return_std = True ) (array([606.1...]), array([0.24...]))...scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.ConstantKernel.html -
HashingVectorizer — scikit-learn 1.6.1 document...
ngram_range of (1, 1) means only unigrams, (1, 2) means unigrams...\\w\\w+\\b' , ngram_range=(1 , 1) , analyzer='word' , n_features=1048576...scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.HashingVectorizer.html -
Product — scikit-learn 1.6.1 documentation
y ) 1.0 >>> kernel 1.41**2 * RBF(length_scale=1) __call__...kernel takes two kernels \(k_1\) and \(k_2\) and combines them...scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.Product.html -
1.1. Linear Models — scikit-learn 1.6.1 documen...
1.e-05, 1.e-04, 1.e-03, 1.e-02, 1.e-01, 1.e+00, 1.e+01, 1.e+02,...) . 1.1.2. Ridge regression and classification # 1.1.2.1. Regression...scikit-learn.org/stable/modules/linear_model.html -
Plot Hierarchical Clustering Dendrogram — sciki...
n_samples : current_count += 1 # leaf node else : current_count...scikit-learn.org/stable/auto_examples/cluster/plot_agglomerative_dendrogram.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 -
GraphicalLasso — scikit-learn 1.6.1 documentation
1 ], ... [ 0.0 , 0.0 , 0.1 , 0.7 ]]) >>> np...the data X . Added in version 1.3. tol float, default=1e-4 The...scikit-learn.org/stable/modules/generated/sklearn.covariance.GraphicalLasso.html -
TruncatedSVD — scikit-learn 1.6.1 documentation
Added in version 1.1. power_iteration_normalizer {‘auto’,...more details. Added in version 1.1. random_state int, RandomState...scikit-learn.org/stable/modules/generated/sklearn.decomposition.TruncatedSVD.html -
Time-related feature engineering — scikit-learn...
spring 0 1 0 False 6 False clear 9.84 14.395 0.81 0.0000 1 spring...spring 0 1 1 False 6 False clear 9.02 13.635 0.80 0.0000 2 spring...scikit-learn.org/stable/auto_examples/applications/plot_cyclical_feature_engineering.html -
Introducing the set_output API — scikit-learn 1...
798301 -1.271411 -1.327605 12 -1.244466 -0.086944 -1.327407 -1.459074...60 5.0 2.0 3.5 1.0 1 4.9 3.0 1.4 0.2 8 4.4 2.9 1.4 0.2 93 5.0 2.3...scikit-learn.org/stable/auto_examples/miscellaneous/plot_set_output.html