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Caching nearest neighbors — scikit-learn 1.7.1 ...
n_neighbors_list = [ 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 ] # The transformer..."graph" , graph_model ), ( "classifier" , classifier_model )], memory...scikit-learn.org/stable/auto_examples/neighbors/plot_caching_nearest_neighbors.html -
SGD: Weighted samples — scikit-learn 1.7.1 docu...
left" , ) ax . set ( xticks = (), yticks = ()) plt . show () Total...np . r_ [ np . random . randn ( 10 , 2 ) + [ 1 , 1 ], np . random...scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_weighted_samples.html -
Kernel Approximation — scikit-learn 1.7.1 docum...
top Ctrl + K GitHub Choose version Kernel Approximation # Examples...concerning the sklearn.kernel_approximation module. Scalable learning...scikit-learn.org/stable/auto_examples/kernel_approximation/index.html -
HistGradientBoostingClassifier — scikit-learn 1...
validation_fraction = 0.1 , n_iter_no_change = 10 , tol = 1e-07 , verbose =...learning_rate = 0.1 , max_iter = 100 , max_leaf_nodes = 31 , max_depth...scikit-learn.org/stable/modules/generated/sklearn.ensemble.HistGradientBoostingClassifier.html -
ElasticNetCV — scikit-learn 1.7.1 documentation
in [.1, .5, .7, .9, .95, .99, 1] . eps float, default=1e-3 Length...close to 1 (i.e. Lasso) and less close to 0 (i.e. Ridge), as in...scikit-learn.org/stable/modules/generated/sklearn.linear_model.ElasticNetCV.html -
ColumnTransformer — scikit-learn 1.7.1 document...
len(transformers_)==len(transformers)+1 , otherwise len(transformers_)==len(transformers)...remainder = 'drop' , sparse_threshold = 0.3 , n_jobs = None , transformer_weights...scikit-learn.org/stable/modules/generated/sklearn.compose.ColumnTransformer.html -
NMF — scikit-learn 1.7.1 documentation
{‘random’, ‘nndsvd’, ‘nndsvda’, ‘nndsvdar’, ‘custom’}, default=None...l1\_ratio * n\_samples * ||vec(H)||_1\\ &+ 0.5 * alpha\_W * (1 - l1\_ratio)...scikit-learn.org/stable/modules/generated/sklearn.decomposition.NMF.html -
MiniBatchDictionaryLearning — scikit-learn 1.7....
heuristics. Added in version 1.1. fit_algorithm {‘lars’, ‘cd’}, default=’lars’...argmin 0.5 || X - U V || _Fro ^ 2 + alpha * || U || _1 , 1 ( U ,...scikit-learn.org/stable/modules/generated/sklearn.decomposition.MiniBatchDictionaryLearning.html -
VotingClassifier — scikit-learn 1.7.1 documenta...
= [ ... ( 'lr' , clf1 ), ( 'rf' , clf2 ), ( 'gnb' , clf3 )], voting...np . array ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], [ 1...scikit-learn.org/stable/modules/generated/sklearn.ensemble.VotingClassifier.html -
TargetEncoder — scikit-learn 1.7.1 documentation
array ([[ "dog" ] * 20 + [ "cat" ] * 30 + [ "snake" ] * 38 ], dtype...encodings_[j + (i * len(classes_))] . E.g., for 2 features (f) and 3...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.TargetEncoder.html