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3.1. Cross-validation: evaluating estimator per...
1.1. Computing cross-validated metrics 3.1.1.1. The cross_validate...3.1.2.1.1. K-fold 3.1.2.1.2. Repeated K-Fold 3.1.2.1.3. Leave One Out...scikit-learn.org/stable/modules/cross_validation.html -
Contributing — scikit-learn 1.4.2 documentation
Menu Prev Up Next scikit-learn 1.4.2 Other versions Please cite...ikit-learn.git # add --depth 1 if your connection is slow cd...scikit-learn.org/stable/developers/contributing.html -
6.3. Preprocessing data — scikit-learn 1.4.2 do...
1. , 0.1], [4.4, 2.2, 1.1, 0.1], [4.4, 2.2, 1.2, 0.1], ...,...array([[1., 0., 0., 1., 0., 1.], [0., 1., 1., 0., 0., 1.]]) By...scikit-learn.org/stable/modules/preprocessing.html -
6.2. Feature extraction — scikit-learn 1.4.2 do...
array([[1, 1, 1, 0, 1, 1, 1, 0], [1, 1, 0, 1, 1, 1, 0, 1]]) In...array([[0, 1, 1, 1, 0, 0, 1, 0, 1], [0, 1, 0, 1, 0, 2, 1, 0, 1], [1,...scikit-learn.org/stable/modules/feature_extraction.html -
3.3. Metrics and scoring: quantifying the quali...
1 , 1 , 1 , 1 , 1 ] >>> y_pred = [ 0 , 1 , 0 , 1 , 0 ,..., 0 , 1 , 1 , 1 , 1 , 1 ] >>> y_pred = [ 0 , 1 , 0 , 1 , 0 ,...scikit-learn.org/stable/modules/model_evaluation.html -
1.11. Ensembles: Gradient boosting, random fore...
Boosting 1.11.1.1.1. Usage 1.11.1.1.2. Missing values support 1.11.1.1.3....Features Support 1.11.1.1.5. Monotonic Constraints 1.11.1.1.6. Interaction...scikit-learn.org/stable/modules/ensemble.html -
3.2. Tuning the hyper-parameters of an estimato...
loguniform(1, 100) can be used instead of [1, 10, 100] . Mirroring...Menu Prev Up Next scikit-learn 1.4.2 Other versions Please cite...scikit-learn.org/stable/modules/grid_search.html -
Displaying Pipelines — scikit-learn 1.4.2 docum...
Menu Prev Up Next scikit-learn 1.4.2 Other versions Please cite...param_grid = param_grid , n_jobs = 1 ) grid_search # click on the diagram...scikit-learn.org/stable/auto_examples/miscellaneous/plot_pipeline_display.html -
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2.5. Decomposing signals in components (matrix ...
([[ 1 , 0 ], [ 1 , 6.1 ], [ 1 , 0 ], [ 1 , 4 ], [ 3.2 , 1 ], [...array ([[ 1 , 1 ], [ 2 , 1 ], [ 3 , 1.2 ], [ 4 , 1 ], [ 5 , 0.8...scikit-learn.org/stable/modules/decomposition.html