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5.2. Permutation feature importance — scikit-le...
as: \[i_j = s - \frac{1}{K} \sum_{k=1}^{K} s_{k,j}\] 5.2.2. Relation...degradation of the model’s score [ 1 ] . By breaking the relationship...scikit-learn.org/stable/modules/permutation_importance.html -
7.6. Random Projection — scikit-learn 1.8.0 doc...
}}} & & 1 / 2s\\ 0 &\text{with probability} & 1 - 1 / s \\ +...New York, NY, USA, 245-250. 7.6.1. The Johnson-Lindenstrauss lemma...scikit-learn.org/stable/modules/random_projection.html -
Tweedie regression on insurance claims — scikit...
tweedie_powers = [ 1.5 , 1.7 , 1.8 , 1.9 , 1.99 , 1.999 , 1.9999 ] scores_product_model...dev p=1.9990 1.914574e+03 1.914370e+03 1.914537e+03 1.914388e+03...scikit-learn.org/stable/auto_examples/linear_model/plot_tweedie_regression_insurance_claims.html -
2.8. Density Estimation — scikit-learn 1.8.0 do...
([[ - 1 , - 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2...\(x_i; i=1, \cdots, N\) is given by: \[\rho_K(y) = \sum_{i=1}^{N}...scikit-learn.org/stable/modules/density.html -
Comparison of kernel ridge regression and SVR —...
1 ), param_grid = { "alpha" : [ 1e0 , 0.1 , 1e-2 , 1e-3...with params: {'C': 1.0, 'gamma': np.float64(0.1)} and R2 score:...scikit-learn.org/stable/auto_examples/miscellaneous/plot_kernel_ridge_regression.html -
Column Transformer with Mixed Types — scikit-le...
versionadded:: 1.0 .. versionchanged:: 1.6 `verbose_feature_names_out`..... versionadded:: 1.5 .. versionchanged:: 1.7 The default value...scikit-learn.org/stable/auto_examples/compose/plot_column_transformer_mixed_types.html -
Lagged features for time series forecasting — s...
1 ± 1.1" "19.9 ± 1.6" "22.7 ± 3.1" "quantile 5"..."39.9 ± 3.2" "17.1 ± 1.1" "19.9 ± 1.6" "22.7 ± 3.1" "quantile 95"...scikit-learn.org/stable/auto_examples/applications/plot_time_series_lagged_features.html -
11. Common pitfalls and recommended practices —...
n_features = 1 , noise = 1 ) >>> X_train , X_test ,...applies to using None . 11.3.1.1. Estimators # Passing instances...scikit-learn.org/stable/common_pitfalls.html -
Installing scikit-learn — scikit-learn 1.8.0 do...
Scikit-learn 1.0 supported Python 3.7—3.10. Scikit-learn 1.1, 1.2 and...Version Purpose numpy 1.24.1 build, install scipy 1.10.0 build, install...scikit-learn.org/stable/install.html -
7.4. Imputation of missing values — scikit-lear...
array ([[ - 1 , - 1 , 1 , 3 ], ... [ 4 , - 1 , 0 , - 1 ], ... [...= sp . csc_matrix ([[ 1 , 2 ], [ 0 , - 1 ], [ 8 , 4 ]]) >>> imp...scikit-learn.org/stable/modules/impute.html