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ExpSineSquared — scikit-learn 1.7.2 docum...
\text{exp}\left(- \frac{ 2\sin^2(\pi d(x_i, x_j)/p) }{ l^ 2} \right)\] where...>>> gpr . predict ( X [: 2 ,:], return_std = True ) (array([425.6,...scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.ExpSineSquared.html -
OrdinalEncoder — scikit-learn 1.7.2 docum...
transform ( X_test ) array([[2.], [0.], [1.], [2.], [3.], [4.]]) fit (...scikit-learn 1.2 Release Highlights for scikit-learn 1.2 Release Highlights...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.OrdinalEncoder.html -
fetch_openml — scikit-learn 1.7.2 documen...
2 Release Highlights for scikit-learn 1.2 Release Highlights...selected. Added in version 1.2. Changed in version 1.4: The default...scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_openml.html -
FeatureHasher — scikit-learn 1.7.2 docume...
'cat' : 2 , 'elephant' : 4 },{ 'dog' : 2 , 'run'...0., 0., 0., 0., 0., 2.], [ 0., 0., 0., -2., -5., 0., 0., 0., 0.,...scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.FeatureHasher.html -
Kernel — scikit-learn 1.7.2 documentation
length_scale = 2.0 ) >>> X = np . array ([[ 1 , 2 ], [ 3 ,..., X if Y is None else Y ) ** 2 ... def diag ( self , X ): ......scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.Kernel.html -
MultinomialNB — scikit-learn 1.7.2 docume...
2. Changed in version 1.4: The default...>>> y = np . array ([ 1 , 2 , 3 , 4 , 5 , 6 ]) >>>...scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.MultinomialNB.html -
LogisticRegressionCV — scikit-learn 1.7.2...
predict_proba ( X [: 2 , :]) . shape (2, 3) >>> clf...SAGA solver. Added in version 1.2: newton-cholesky solver. Multinomial...scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegressionCV.html -
AgglomerativeClustering — scikit-learn 1....
2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 4 , 2 ], [ 4 , 4...AgglomerativeCluster ( n_clusters = 2 , * , metric = 'euclidean' , memory...scikit-learn.org/stable/modules/generated/sklearn.cluster.AgglomerativeClustering.html -
adjusted_rand_score — scikit-learn 1.7.2 ...
2 ], [ 0 , 0 , 1 , 1 ]) 0.57 ARI..., 0 , 1 , 1 ], [ 0 , 0 , 1 , 2 ]) 0.57 If classes members are...scikit-learn.org/stable/modules/generated/sklearn.metrics.adjusted_rand_score.html -
LogisticRegression — scikit-learn 1.7.2 d...
2: newton-cholesky solver. Multinomial...models. Machine Learning 85(1-2):41-75. https://www.csie.ntu....scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html