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  1. FastICA — scikit-learn 1.8.0 documentation

    The implementation is based on [1] . Read more in the User Guide...performed. Changed in version 1.3: The default value of whiten...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.FastICA.html
    Thu Mar 05 14:15:27 UTC 2026
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  2. inplace_swap_row — scikit-learn 1.8.0 doc...

    1 ) >>> csr . todense ()...
    scikit-learn.org/stable/modules/generated/sklearn.utils.sparsefuncs.inplace_swap_row.html
    Mon Feb 02 09:23:44 UTC 2026
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  3. 5.2. Permutation feature importance — sci...

    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
    Thu Mar 05 14:15:30 UTC 2026
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  4. parametrize_with_checks — scikit-learn 1....

    scikit-learn 1.6 Release Highlights for scikit-learn 1.6 On this...specific category. Added in version 1.6. expected_failed_checks callable,...
    scikit-learn.org/stable/modules/generated/sklearn.utils.estimator_checks.parametrize_with_checks....
    Thu Mar 05 14:15:30 UTC 2026
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  5. Scalable learning with polynomial kernel approx...

    original paper of Tensor Sketch [ 1 ] , i.e. the algorithm implemented..., which was the one used in [ 1 ] . from sklearn.datasets import...
    scikit-learn.org/stable/auto_examples/kernel_approximation/plot_scalable_poly_kernels.html
    Thu Mar 05 14:15:31 UTC 2026
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  6. Ridge coefficients as a function of the L2 Regu...

    random_state = 1 ) # Obtain the true coefficients...fig , axs = plt . subplots ( 1 , 2 , figsize = ( 20 , 6 )) coefs...
    scikit-learn.org/stable/auto_examples/linear_model/plot_ridge_coeffs.html
    Thu Mar 05 14:15:29 UTC 2026
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  7. l1_min_c — scikit-learn 1.8.0 documentation

    intercept_scaling = 1.0 ) [source] # Return the lowest...sticRegression with l1_ratio=1 . This value is valid if class_weight...
    scikit-learn.org/stable/modules/generated/sklearn.svm.l1_min_c.html
    Mon Mar 02 11:09:53 UTC 2026
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  8. Using KBinsDiscretizer to discretize continuous...

    reshape ( - 1 , 1 ) # transform the dataset with...endpoint = False ) . reshape ( - 1 , 1 ) reg = LinearRegression ()...
    scikit-learn.org/stable/auto_examples/preprocessing/plot_discretization.html
    Thu Mar 05 14:15:31 UTC 2026
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  9. fetch_kddcup99 — scikit-learn 1.8.0 docum...

    Added in version 1.5. delay float, default=1.0 Number of seconds...False , n_retries = 3 , delay = 1.0 ) [source] # Load the kddcup99...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_kddcup99.html
    Thu Mar 05 14:15:27 UTC 2026
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  10. SelectFwe — scikit-learn 1.8.0 documentation

    Added in version 1.0. See also f_classif ANOVA F-value......, "x(n_features_in_ - 1)"] . If input_features is...
    scikit-learn.org/stable/modules/generated/sklearn.feature_selection.SelectFwe.html
    Thu Mar 05 14:15:31 UTC 2026
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