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1.12. Multiclass and multioutput algorithms — s...
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,...1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,...scikit-learn.org/stable/modules/multiclass.html -
FeatureHasher — scikit-learn 1.5.2 documentation
'cat' : 2 , 'elephant' : 4 },{ 'dog' : 2 , 'run' : 5 }]...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 -
MiniBatchDictionaryLearning — scikit-learn 1.5....
_Fro ^ 2 + alpha * || U || _1 , 1 ( U , V ) with || V_k || _2 <=...X_hat - X ) ** 2 , axis = 1 ) / np . sum ( X ** 2 , axis = 1 ))...scikit-learn.org/stable/modules/generated/sklearn.decomposition.MiniBatchDictionaryLearning.html -
ExtraTreeRegressor — scikit-learn 1.5.2 documen...
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.tree.ExtraTreeRegressor.html -
KNNImputer — scikit-learn 1.5.2 documentation
n_neighbors = 2 ) >>> imputer . fit_transform ( X ) array([[1. , 2. , 4....always 0 . Added in version 1.2. Attributes : indicator_ MissingIndicator...scikit-learn.org/stable/modules/generated/sklearn.impute.KNNImputer.html -
BallTree — scikit-learn 1.5.2 documentation
satisfy leaf_size <= n_points <= 2 * leaf_size , except in the case...standard Euclidean distance when p = 2. A list of valid metrics for BallTree...scikit-learn.org/stable/modules/generated/sklearn.neighbors.BallTree.html -
WhiteKernel — scikit-learn 1.5.2 documentation
x_2) = noise\_level \text{ if } x_i...0.3680... >>> gpr . predict ( X [: 2 ,:], return_std = True ) (array([653.0...,...scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.WhiteKernel.html -
ClassifierMixin — scikit-learn 1.5.2 documentation
2 ], [ 2 , 3 ], [ 3 , 4 ]]) >>> y =...scikit-learn.org/stable/modules/generated/sklearn.base.ClassifierMixin.html -
FeatureAgglomeration — scikit-learn 1.5.2 docum...
FeatureAgglomeration ( n_clusters=2 , * , metric='euclidean' , memory=None...n_clusters int or None, default=2 The number of clusters to find....scikit-learn.org/stable/modules/generated/sklearn.cluster.FeatureAgglomeration.html -
ColumnTransformer — scikit-learn 1.5.2 document...
slice ( 2 , 4 ))]) >>> X = np . array ([[ 0. , 1. , 2. , 2. ], ......scikit-learn 1.2 Release Highlights for scikit-learn 1.2 Release Highlights...scikit-learn.org/stable/modules/generated/sklearn.compose.ColumnTransformer.html