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  1. robust_scale — scikit-learn 1.7.2 documentation

    robust_scale >>> X = [[ - 2 , 1 , 2 ], [ - 1 , 0 , 1 ]] >>> robust_scale...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.robust_scale.html
    Sun Nov 09 07:16:25 UTC 2025
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  2. orthogonal_mp — scikit-learn 1.7.2 documentation

    n_nonzero_coefs : argmin ||y - Xgamma||^2 subject to ||gamma||_0 <= n_{nonzero...||gamma||_0 subject to ||y - Xgamma||^2 <= tol Read more in the User Guide...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.orthogonal_mp.html
    Sun Nov 09 07:16:24 UTC 2025
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  3. API Reference — scikit-learn 1.7.2 documentation

    make_friedman2 Generate the “Friedman #2” regression problem. sklearn.datasets...sklearn.datasets make_hastie_10_2 Generate data for binary classification...
    scikit-learn.org/stable/api/index.html
    Sun Nov 09 07:16:24 UTC 2025
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  4. 7. Dataset transformations — scikit-learn 1.7.2...

    2.2. Feature hashing 7.2.3. Text feature extraction...Composite Estimators 7.2. Feature extraction 7.2.1. Loading features...
    scikit-learn.org/stable/data_transforms.html
    Sun Nov 09 07:16:24 UTC 2025
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  5. Comparison of LDA and PCA 2D projection of Iris...

    the different samples on the 2 first principal components. Linear...target_names pca = PCA ( n_components = 2 ) X_r = pca . fit ( X ) . transform...
    scikit-learn.org/stable/auto_examples/decomposition/plot_pca_vs_lda.html
    Sun Nov 09 07:16:24 UTC 2025
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  6. Compare cross decomposition methods — scikit-le...

    [: n // 2 ] Y_train = Y [: n // 2 ] X_test = X [ n // 2 :] Y_test...that: Y = XB + Err) [[1 1 1] [2 2 2] [0 0 0] [0 0 0] [0 0 0] [0...
    scikit-learn.org/stable/auto_examples/cross_decomposition/plot_compare_cross_decomposition.html
    Sun Nov 09 07:16:24 UTC 2025
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  7. homogeneity_completeness_v_measure — scikit-lea...

    2 , 2 ], [ 0 , 0 , 1 , 2 , 2 , 2 ] >>> homogen...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.homogeneity_completeness_v_measure.html
    Sun Nov 09 07:16:24 UTC 2025
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  8. mean_squared_log_error — scikit-learn 1.7.2 doc...

    2 ], [ 7 , 6 ]] >>> y_pred = [[ 0.5 , 2 ], [ 1 , 2.5 ],...y_true = [ 3 , 5 , 2.5 , 7 ] >>> y_pred = [ 2.5 , 5 , 4 , 8 ] >>>...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_squared_log_error.html
    Sun Nov 09 07:16:25 UTC 2025
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  9. 7.9. Transforming the prediction target (y) — s...

    array([2, 2, 1]) >>> list ( le . inverse_transform ([ 2 , 2 , 1...y = [[ 2 , 3 , 4 ], [ 2 ], [ 0 , 1 , 3 ], [ 0 , 1 , 2 , 3 , 4...
    scikit-learn.org/stable/modules/preprocessing_targets.html
    Sun Nov 09 07:16:25 UTC 2025
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  10. SGD: Maximum margin separating hyperplane — sci...

    centers = 2 , random_state = 0 , cluster_std...
    scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_separating_hyperplane.html
    Sun Nov 09 07:16:24 UTC 2025
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