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Time-related feature engineering — scikit-learn...
0000 2 spring 0 1 2 False 6 False clear 9.02...22.0028 12381 summer 1 6 2 False 2 True rain 21.32 25.000 0.72...scikit-learn.org/stable/auto_examples/applications/plot_cyclical_feature_engineering.html -
mean_variance_axis — scikit-learn 1.7.2 documen...
2 , 2 ]) >>> data = np . array ([ 8 , 1 , 2 , 5 ]) >>>...>>> scale = np . array ([ 2 , 3 , 2 ]) >>> csr = sparse . csr_matrix...scikit-learn.org/stable/modules/generated/sklearn.utils.sparsefuncs.mean_variance_axis.html -
d2_pinball_score — scikit-learn 1.7.2 documenta...
Notes Like \(R^2\) , \(D^2\) score may be negative (it...'uniform_average' ) [source] # \(D^2\) regression score function, fraction...scikit-learn.org/stable/modules/generated/sklearn.metrics.d2_pinball_score.html -
Manifold Learning methods on a severed sphere —...
2 sec MDS: 0.84 sec Spectral Embedding:...projections with matplotlib < 3.2 import mpl_toolkits.mplot3d #...scikit-learn.org/stable/auto_examples/manifold/plot_manifold_sphere.html -
inplace_column_scale — scikit-learn 1.7.2 docum...
2 , 2 ]) >>> data = np . array ([ 8 , 1 , 2 , 5 ]) >>>...>>> scale = np . array ([ 2 , 3 , 2 ]) >>> csr = sparse . csr_matrix...scikit-learn.org/stable/modules/generated/sklearn.utils.sparsefuncs.inplace_column_scale.html -
Introducing the set_output API — scikit-learn 1...
0 2.0 3.5 1.0 1 4.9 3.0 1.4 0.2 8 4.4 2.9 1.4 0.2 93 5.0...5.0 2.3 3.3 1.0 106 4.9 2.5 4.5 1.7 To configure an estimator such...scikit-learn.org/stable/auto_examples/miscellaneous/plot_set_output.html -
Comparing Target Encoder with Other Encoders — ...
price province region_1 region_2 variety winery 0 US This tremendous...Toro Bodega Carmen Rodríguez 2 US Mac Watson honors the memory...scikit-learn.org/stable/auto_examples/preprocessing/plot_target_encoder.html -
TfidfTransformer — scikit-learn 1.7.2 documenta...
2, 0, 1, 1, 1, 0, 0], [1, 0, 0,...scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.TfidfTransformer.html -
Selecting dimensionality reduction with Pipelin...
] ) N_FEATURES_OPTIONS = [ 2 , 4 , 8 ] C_OPTIONS = [ 1 , 10...'reduce_dim__n_components': [2, 4, 8]}, {'classify__C': [1, 10,...scikit-learn.org/stable/auto_examples/compose/plot_compare_reduction.html -
Comparison of kernel ridge regression and SVR —...
1e-2 , 1e-3 ], "gamma" : np . logspace ( - 2 , 2 , 5 )},..."gamma" : np . logspace ( - 2 , 2 , 5 )}, ) kr = GridSearchCV...scikit-learn.org/stable/auto_examples/miscellaneous/plot_kernel_ridge_regression.html