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Principal Component Regression vs Partial Least...
n_samples ) / 2 fig , axes = plt . subplots ( 1 , 2 , figsize =...target. pca_2 = make_pipeline ( PCA ( n_components = 2 ), LinearRegression...scikit-learn.org/stable/auto_examples/cross_decomposition/plot_pcr_vs_pls.html -
LocallyLinearEmbedding — scikit-learn 1.7.2 doc...
(n_components + 1) / 2 . see reference [2] modified : use the...n_neighbors = 5 , n_components = 2 , reg = 0.001 , eigen_solver =...scikit-learn.org/stable/modules/generated/sklearn.manifold.LocallyLinearEmbedding.html -
Biclustering documents with the Spectral Co-clu...
Done in 2.27s. V-measure: 0.3015 Best biclusters:...cdt, surrender, veal bicluster 2 : 1259 documents, 3534 words categories...scikit-learn.org/stable/auto_examples/bicluster/plot_bicluster_newsgroups.html -
Factor Analysis (with rotation) to visualize pa...
2 , 3 ]) ax . set_xticklabels (...) ax . set_yticks ([ 0 , 1 , 2 , 3 ]) ax . set_yticklabels (...scikit-learn.org/stable/auto_examples/decomposition/plot_varimax_fa.html -
BayesianRidge — scikit-learn 1.7.2 documentation
[ 2 , 2 ]], [ 0 , 1 , 2 ]) BayesianRidge() >>>...1e-06 , alpha_2 = 1e-06 , lambda_1 = 1e-06 , lambda_2 = 1e-06 , alpha_init...scikit-learn.org/stable/modules/generated/sklearn.linear_model.BayesianRidge.html -
auc — scikit-learn 1.7.2 documentation
2 , 2 ]) >>> y_score = np . array...y_true , y_score , pos_label = 2 ) >>> metrics . auc ( fpr , tpr...scikit-learn.org/stable/modules/generated/sklearn.metrics.auc.html -
MiniBatchNMF — scikit-learn 1.7.2 documentation
||H||_{Fro}^2,\end{aligned}\end{align} \] where \(||A||_{Fro}^2 = \sum_{i,j}...array ([[ 1 , 1 ], [ 2 , 1 ], [ 3 , 1.2 ], [ 4 , 1 ], [ 5 , 0.8...scikit-learn.org/stable/modules/generated/sklearn.decomposition.MiniBatchNMF.html -
DBSCAN — scikit-learn 1.7.2 documentation
2 ], [ 2 , 2 ], [ 2 , 3 ], ... [ 8 , 7 ],...memory complexity of \(O({n}^2)\) , which can occur when the...scikit-learn.org/stable/modules/generated/sklearn.cluster.DBSCAN.html -
make_moons — scikit-learn 1.7.2 documentation
2 , random_state = 42 ) >>> X . shape (200, 2) >>> y ....n_samples int or tuple of shape (2,), dtype=int, default=100 If int,...scikit-learn.org/stable/modules/generated/sklearn.datasets.make_moons.html -
7.1. Pipelines and composite estimators — sciki...
2. Access pipeline steps # The estimators...'select' , SelectKBest ( k = 2 )), ... ( 'clf' , LogisticRegression...scikit-learn.org/stable/modules/compose.html