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lars_path_gram — scikit-learn 1.7.2 documentation
the case method=’lasso’ is: ( 1 / ( 2 * n_samples )) * || y -...Xw ||^ 2_2 + alpha * || w || _1 in the case of method=’lar’, the...scikit-learn.org/stable/modules/generated/sklearn.linear_model.lars_path_gram.html -
min_pos — scikit-learn 1.7.2 documentation
- 1 , 2 , 3 , - 4 , 5 ]) >>> min_pos...scikit-learn.org/stable/modules/generated/sklearn.utils.arrayfuncs.min_pos.html -
fetch_lfw_pairs — scikit-learn 1.7.2 documentation
Added in version 1.5. delay float, default=1.0 Number of seconds...True , n_retries = 3 , delay = 1.0 ) [source] # Load the Labeled...scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_lfw_pairs.html -
GraphicalLasso — scikit-learn 1.7.2 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 -
Online learning of a dictionary of parts of fac...
- 1 )) buffer . append ( data ) index += 1 if index %...[MiniBatchKMeans] Reassigning 1 cluster centers. Partial fit of...scikit-learn.org/stable/auto_examples/cluster/plot_dict_face_patches.html -
Using KBinsDiscretizer to discretize continuous...
reshape ( - 1 , 1 ) # transform the dataset with...endpoint = False ) . reshape ( - 1 , 1 ) reg = LinearRegression ()...scikit-learn.org/stable/auto_examples/preprocessing/plot_discretization.html -
Dimensionality Reduction with Neighborhood Comp...
subplot(1, 3, i + 1, aspect=1) # Fit the method's...X_embedded [:, 0 ], X_embedded [:, 1 ], c = y , s = 30 , cmap = "Set1"...scikit-learn.org/stable/auto_examples/neighbors/plot_nca_dim_reduction.html -
TruncatedSVD — scikit-learn 1.7.2 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 -
L1 Penalty and Sparsity in Logistic Regression ...
axes_row ) in enumerate ( zip (( 1 , 0.1 , 0.01 ), axes )): # Increase...of the models for varying C. C=1.00 Sparsity with L1 penalty: 4.69%...scikit-learn.org/stable/auto_examples/linear_model/plot_logistic_l1_l2_sparsity.html -
load_svmlight_file — scikit-learn 1.7.2 documen...
length=-1 ) [source] # Load datasets in...binary mode. Changed in version 1.2: Path-like objects are now accepted....scikit-learn.org/stable/modules/generated/sklearn.datasets.load_svmlight_file.html