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sklearn.feature_extraction — scikit-learn 1.7.1...
Feature extraction from raw data. User guide. See the Feature extraction section for further details. From images: Utilities to extract features from images. From text: Utilities to build feature v...scikit-learn.org/stable/api/sklearn.feature_extraction.html -
Principal Component Regression vs Partial Least...
axes [ 1 ] . scatter ( X . dot ( pca . components_ [ 1 ]), y ,.... scatter ( X [:, 0 ], X [:, 1 ], alpha = 0.3 , label = "samples"...scikit-learn.org/stable/auto_examples/cross_decomposition/plot_pcr_vs_pls.html -
sort_graph_by_row_values — scikit-learn 1.7.1 d...
1. ], ... [ 3. , 0. , 2. ], ... [ 1. , 2. , 0. ]])...>>> X . data array([3., 1., 3., 2., 1., 2.]) >>> X_ = sort_graph_by_row_values...scikit-learn.org/stable/modules/generated/sklearn.neighbors.sort_graph_by_row_values.html -
Release Highlights for scikit-learn 1.7 — sciki...
hts_1_7_0.py Download zipped: plot_release_highlights_1_7_0.zip...scikit-learn 1.6 Release Highlights for scikit-learn 1.6 Release...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_7_0.html -
Compare cross decomposition methods — scikit-le...
[[ 1. 0.45 -0.04 0. ] [ 0.45 1. -0.1 -0.02] [-0.04 -0.1 1. 0.42]...-0.02 0.42 1. ]] Corr(Y) [[ 1. 0.48 -0.12 -0.05] [ 0.48 1. 0.07 0.04]...scikit-learn.org/stable/auto_examples/cross_decomposition/plot_compare_cross_decomposition.html -
v_measure_score — scikit-learn 1.7.1 documentation
1 , 1 ], [ 0 , 0 , 1 , 1 ]) 1.0 >>> v_measure_score...v_measure_score ([ 0 , 0 , 1 , 1 ], [ 1 , 1 , 0 , 0 ]) 1.0 Labelings that...scikit-learn.org/stable/modules/generated/sklearn.metrics.v_measure_score.html -
Receiver Operating Characteristic (ROC) with cr...
axis = 0 ) mean_tpr [ - 1 ] = 1.0 mean_auc = auc ( mean_fpr...“versicolor” class ( class_id=1 ) is regarded as the positive...scikit-learn.org/stable/auto_examples/model_selection/plot_roc_crossval.html -
process_routing — scikit-learn 1.7.1 documentation
scikit-learn.org/stable/modules/generated/sklearn.utils.metadata_routing.process_routing.html -
Version 0.13 — scikit-learn 1.7.1 documentation
Jackman 1 Subhodeep Moitra 1 bob 1 dengemann 1 emanuele 1 x006 On...Coelho 1 Miroslav Batchkarov 1 Pavel 1 Sebastian Berg 1 Shaun...scikit-learn.org/stable/whats_new/v0.13.html -
7. Dataset transformations — scikit-learn 1.7.1...
1. Pipelines and composite estimators 7.1.1. Pipeline:...estimators 7.1.2. Transforming target in regression 7.1.3. FeatureUnion:...scikit-learn.org/stable/data_transforms.html