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  1. DecisionBoundaryDisplay — scikit-learn 1.7.2 do...

    2) Input data that should be only 2-dimensional....load_iris () >>> feature_1 , feature_2 = np . meshgrid ( ... np . linspace...
    scikit-learn.org/stable/modules/generated/sklearn.inspection.DecisionBoundaryDisplay.html
    Wed Sep 24 16:15:26 UTC 2025
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  2. Release Highlights for scikit-learn 1.2 — sciki...

    ON 2 1 Allison, Miss. Helen Loraine female 2.0000 1 2 113781...0.189830 -1.973554 2.0 1.0 33 -0.416010 2.630382 0.0 1.0 107...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_2_0.html
    Wed Sep 24 16:15:25 UTC 2025
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  3. make_circles — scikit-learn 1.7.2 documentation

    n_samples int or tuple of shape (2,), dtype=int, default=100 If int,...ndarray of shape (n_samples, 2) The generated samples. y ndarray...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_circles.html
    Wed Sep 24 16:15:24 UTC 2025
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  4. extract_patches_2d — scikit-learn 1.7.2 documen...

    ( 2 , 2 )) >>> print ( 'Patches shape:...shape )) Patches shape: (272214, 2, 2, 3) >>> # Here are just two...
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.image.extract_patches_2d.html
    Wed Sep 24 16:15:25 UTC 2025
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  5. EllipticEnvelope — scikit-learn 1.7.2 documenta...

    (n_samples + n_features + 1) / 2 * n_samples . Range is (0, 1)....with n_samples > n_features ** 2 . References [ 1 ] Rousseeuw,...
    scikit-learn.org/stable/modules/generated/sklearn.covariance.EllipticEnvelope.html
    Wed Sep 24 16:15:24 UTC 2025
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  6. 1.17. Neural network models (supervised) — scik...

    \dfrac{\alpha}{2n} ||W||_2^2\] where \(\alpha ||W||_2^2\) is an L2-regularization...}_i - y_i ||_2^2 + \frac{\alpha}{2n} ||W||_2^2\] Starting from...
    scikit-learn.org/stable/modules/neural_networks_supervised.html
    Wed Sep 24 16:15:26 UTC 2025
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  7. partial_dependence — scikit-learn 1.7.2 documen...

    2. feature_names array-like of shape...dataframe. Added in version 1.2. response_method {‘auto’, ‘predict_proba’,...
    scikit-learn.org/stable/modules/generated/sklearn.inspection.partial_dependence.html
    Wed Sep 24 16:15:24 UTC 2025
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  8. silhouette_score — scikit-learn 1.7.2 documenta...

    defined if number of labels is 2 <= n_labels <= n_samples - 1 ....Applied Mathematics 20: 53-65. [ 2 ] Wikipedia entry on the Silhouette...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.silhouette_score.html
    Wed Sep 24 16:15:26 UTC 2025
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  9. 1.1. Linear Models — scikit-learn 1.7.2 documen...

    x_1 + w_2 x_2 + w_3 x_1 x_2 + w_4 x_1^2 + w_5 x_2^2\] The (sometimes...\([x_1, x_2]\) to \([1, x_1, x_2, x_1^2, x_1 x_2, x_2^2]\) , and...
    scikit-learn.org/stable/modules/linear_model.html
    Wed Sep 24 16:15:26 UTC 2025
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  10. GaussianMixture — scikit-learn 1.7.2 documentation

    2 ], [ 1 , 4 ], [ 1 , 0 ], [ 10 , 2 ], [ 10 , 4 ],...gm . means_ array([[10., 2.], [ 1., 2.]]) >>> gm . predict ([[...
    scikit-learn.org/stable/modules/generated/sklearn.mixture.GaussianMixture.html
    Wed Sep 24 16:15:25 UTC 2025
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