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check_cv — scikit-learn 1.7.2 documentation
y = [ 1 , 1 , 0 , 0 , 0 , 0 ], classifier...scikit-learn.org/stable/modules/generated/sklearn.model_selection.check_cv.html -
2.2. Manifold learning — scikit-learn 1.7.2 doc...
as \(L = D^{-\frac{1}{2}} (D - A) D^{-\frac{1}{2}}\) . Partial...is only artificially high. 2.2.1. Introduction # High-dimensional...scikit-learn.org/stable/modules/manifold.html -
Sparse inverse covariance estimation — scikit-l...
RandomState ( 1 ) prec = make_sparse_spd_matrix...): plt . subplot ( 2 , 4 , i + 1 ) plt . imshow ( this_cov , interpolation...scikit-learn.org/stable/auto_examples/covariance/plot_sparse_cov.html -
load_files — scikit-learn 1.7.2 documentation
container_folder/ category_1_folder/ file_1.txt file_2.txt ... file_42.txt...scikit-learn.org/stable/modules/generated/sklearn.datasets.load_files.html -
r_regression — scikit-learn 1.7.2 documentation
Added in version 1.1. Returns : correlation_coefficient...User Guide . Added in version 1.0. Parameters : X {array-like,...scikit-learn.org/stable/modules/generated/sklearn.feature_selection.r_regression.html -
Nearest Neighbors Classification — scikit-learn...
feature_names [ 1 ], shading = "auto" , alpha =.... iloc [:, 0 ], X . iloc [:, 1 ], c = y , edgecolors = "k" )...scikit-learn.org/stable/auto_examples/neighbors/plot_classification.html -
sklearn.preprocessing — scikit-learn 1.7.2 docu...
Scale each feature to the [-1, 1] range without breaking the...data (set feature values to 0 or 1) according to a threshold. FunctionTransformer...scikit-learn.org/stable/api/sklearn.preprocessing.html -
max_error — scikit-learn 1.7.2 documentation
1 ] >>> y_pred = [ 4 , 2 , 7 , 1 ] >>> max_error...max_error ( y_true , y_pred ) 1.0 On this page This Page...scikit-learn.org/stable/modules/generated/sklearn.metrics.max_error.html -
GMM Initialization Methods — scikit-learn 1.7.2...
1 ], s = 75 , marker = "D" , c = "orange" , lw = 1.5 , edgecolors...random_state = 0 ) X = X [:, :: - 1 ] n_samples = 4000 n_components...scikit-learn.org/stable/auto_examples/mixture/plot_gmm_init.html -
3.2. Tuning the hyper-parameters of an estimato...
loguniform(1, 100) can be used instead of [1, 10, 100] . Mirroring...reference to the literature. 3.2.1. Exhaustive Grid Search # The...scikit-learn.org/stable/modules/grid_search.html